{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i love python\n"
     ]
    }
   ],
   "source": [
    "print(\"i love python\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x=\"c:\\now\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c:\n",
      "ow\n"
     ]
    }
   ],
   "source": [
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c:\\now\n"
     ]
    }
   ],
   "source": [
    "x=r\"c:\\now\"\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i am a freshman\n",
      "i love python\n",
      "forever\n",
      "and i need to study english very much\n"
     ]
    }
   ],
   "source": [
    "print(\"\"\"i am a freshman\n",
    "i love python\n",
    "forever\n",
    "and i need to study english very much\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "from random import randint\n",
    "for i in range(1,3):\n",
    "    x=randint(1,10)\n",
    "    print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1<3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input something:234\n",
      "this a string\n"
     ]
    }
   ],
   "source": [
    "#isintance()\n",
    "x=input(\"input something:\")\n",
    "if isinstance(x,str)==True:\n",
    "    print(\"this a string\")\n",
    "else:\n",
    "    print(\"emmmmmm``\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1500000000000000000\n"
     ]
    }
   ],
   "source": [
    "a=1500000000000000000\n",
    "print(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "True or False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#else if  ==  elif"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    }
   ],
   "source": [
    "x=2\n",
    "y=3\n",
    "s=x if x<y else y\n",
    "print(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "assert 3<4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "3\n",
      "5\n",
      "7\n",
      "9\n"
     ]
    }
   ],
   "source": [
    "for i in range(1,10):\n",
    "    if i%2==1:\n",
    "        print(i)\n",
    "        continue"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "number=[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[]\n"
     ]
    }
   ],
   "source": [
    "print(number)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    }
   ],
   "source": [
    "number.append(1)\n",
    "print(number)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "number.count(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "li=[1,2,3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 3, 1]\n"
     ]
    }
   ],
   "source": [
    "print(li+number)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "l2={1,2,3}\n",
    "li.extend(l2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 3, 1, 2, 3]\n"
     ]
    }
   ],
   "source": [
    "print(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 1, 2, 3, 1, 2, 3]\n"
     ]
    }
   ],
   "source": [
    "li.insert(0,0)\n",
    "print(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100, 0, 1, 2, 3, 1, 2, 3]\n"
     ]
    }
   ],
   "source": [
    "li.insert(0,100)\n",
    "print(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100, 0, 1, 3, 1, 2, 3]\n"
     ]
    }
   ],
   "source": [
    "li.remove(2)\n",
    "print(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "del li[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 3, 1, 2, 3]\n"
     ]
    }
   ],
   "source": [
    "li.pop(0)\n",
    "print(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3, 1, 2, 3]\n"
     ]
    }
   ],
   "source": [
    "print(li[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 3, 1, 2]\n"
     ]
    }
   ],
   "source": [
    "print(li[:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 3]\n"
     ]
    }
   ],
   "source": [
    "print(li[0:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#*称为重复操作符\n",
    "0 in li"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 1, 2, 3, 3]\n"
     ]
    }
   ],
   "source": [
    "li.sort()\n",
    "print(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3, 3, 2, 1, 1]\n"
     ]
    }
   ],
   "source": [
    "li.sort(reverse=True)\n",
    "print(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1,)\n"
     ]
    }
   ],
   "source": [
    "tuple1=(1,)\n",
    "print(tuple1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 3, 4, 5)\n"
     ]
    }
   ],
   "source": [
    "tuple1=1,2,3,4,5\n",
    "tuple1=tuple1[1:]\n",
    "print(tuple1)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "str1='i'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'i love python'"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str1=\"I LOVE PYTHON\"\n",
    "str1.casefold()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'i love python'"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"{} {} {}\".format('i','love','python')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'i love python'"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"{0} {2} {1}\".format(\"i\",'python','love')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.000000E+21\n"
     ]
    }
   ],
   "source": [
    "X=1000000000000000000000\n",
    "print(\"%E\"%X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "2\n"
     ]
    }
   ],
   "source": [
    "print(max(tuple1))\n",
    "print(min(tuple1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(li)#总和"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(tuple1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<list_reverseiterator at 0x7f239c54b438>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reversed(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 1, 2, 3, 3]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(reversed(li))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<enumerate at 0x7f239c5421b0>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enumerate(li)#二元组   也是一个迭代对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, 3)\n",
      "(1, 3)\n",
      "(2, 2)\n",
      "(3, 1)\n",
      "(4, 1)\n"
     ]
    }
   ],
   "source": [
    "for i in enumerate(li):\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "101\n",
      "103\n",
      "107\n",
      "109\n",
      "113\n",
      "127\n",
      "131\n",
      "137\n",
      "139\n",
      "149\n",
      "151\n",
      "157\n",
      "163\n",
      "167\n",
      "173\n",
      "179\n",
      "181\n",
      "191\n",
      "193\n",
      "197\n",
      "199\n"
     ]
    }
   ],
   "source": [
    "for i in range(100,201):\n",
    "    for j in range(2,i+1):\n",
    "        if i%j==0:\n",
    "            break\n",
    "    if i==j:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<zip at 0x7f20aa668b88>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zip(li,tuple1)#相互对应"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 2)\n",
      "(3, 3)\n",
      "(2, 4)\n",
      "(1, 5)\n"
     ]
    }
   ],
   "source": [
    "for i in zip(li,tuple1):\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10:\n",
      "it is not sushu\n",
      "11:\n",
      "it is sushu\n",
      "12:\n",
      "it is not sushu\n",
      "13:\n",
      "it is sushu\n",
      "14:\n",
      "it is not sushu\n",
      "15:\n",
      "it is not sushu\n",
      "16:\n",
      "it is not sushu\n",
      "17:\n",
      "it is sushu\n",
      "18:\n",
      "it is not sushu\n",
      "19:\n",
      "it is sushu\n",
      "20:\n",
      "it is not sushu\n",
      "21:\n",
      "it is not sushu\n",
      "22:\n",
      "it is not sushu\n",
      "23:\n",
      "it is sushu\n",
      "24:\n",
      "it is not sushu\n",
      "25:\n",
      "it is not sushu\n",
      "26:\n",
      "it is not sushu\n",
      "27:\n",
      "it is not sushu\n",
      "28:\n",
      "it is not sushu\n",
      "29:\n",
      "it is sushu\n"
     ]
    }
   ],
   "source": [
    "def su(N):\n",
    "    \"\"\"求所输入的数字是否是素数\"\"\"\n",
    "    for i in range(2,N+1):\n",
    "        if N%i==0:\n",
    "            break;\n",
    "    if(N==i):\n",
    "        print(\"it is sushu\")\n",
    "    else:\n",
    "        print(\"it is not sushu\")\n",
    "for i in range(10,30):\n",
    "    print(\"%d:\"%i)\n",
    "    su(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(li,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'求所输入的数字是否是素数'"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "su.__doc__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function su in module __main__:\n",
      "\n",
      "su(N)\n",
      "    求所输入的数字是否是素数\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(su)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on built-in function print in module builtins:\n",
      "\n",
      "print(...)\n",
      "    print(value, ..., sep=' ', end='\\n', file=sys.stdout, flush=False)\n",
      "    \n",
      "    Prints the values to a stream, or to sys.stdout by default.\n",
      "    Optional keyword arguments:\n",
      "    file:  a file-like object (stream); defaults to the current sys.stdout.\n",
      "    sep:   string inserted between values, default a space.\n",
      "    end:   string appended after the last value, default a newline.\n",
      "    flush: whether to forcibly flush the stream.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(print)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function chu in module __main__:\n",
      "\n",
      "chu(n, m)\n",
      "    求\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'求'"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def chu(n,m):\n",
    "    \"\"\"求\"\"\"\n",
    "    return n//m\n",
    "chu(m=2,n=4)\n",
    "help(chu)\n",
    "chu.__doc__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def add1(*p):\n",
    "    return sum(*p)\n",
    "add1(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[3, 3, 2, 1, 1]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "手机参数： (2, 3, 4, 5)\n",
      "wwww: 2\n"
     ]
    }
   ],
   "source": [
    "def text(*p,a):\n",
    "    print(\"手机参数：\",p)\n",
    "    print(\"wwww:\",a)\n",
    "text(*tuple1,a=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "手机参数： (2, 3, 4, 5)\n",
      "wwww: 2\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "print(text(*tuple1,a=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000\n",
      "100\n",
      "1000\n",
      "1000\n"
     ]
    }
   ],
   "source": [
    "#global 函数内修改全局变量 \n",
    "i=100\n",
    "def edit():\n",
    "    i=1000\n",
    "    print(i)\n",
    "edit()\n",
    "print(i)\n",
    "def edit1():\n",
    "    global i\n",
    "    i=1000\n",
    "    print(i)\n",
    "edit1()\n",
    "print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#内嵌函数  闭包\n",
    "def add1(n,m):\n",
    "    def add2(x):\n",
    "        return n+m+x\n",
    "    return add2\n",
    "i=add1(1,2)\n",
    "i(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#nonlocal  闭包修改外部变量的值\n",
    "def funx():\n",
    "    x=5\n",
    "    def funx1():\n",
    "        nonlocal x\n",
    "        x+=x\n",
    "        return x\n",
    "    return funx1\n",
    "funx()()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#lambda  匿名函数\n",
    "a=lambda x:x**x\n",
    "a(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2, 4, 6, 8, 10]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#filter()  过滤器\n",
    "list(filter(lambda x:(x+1)%2,range(1,11)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 0, 1, 0, 1, 0, 1, 0, 1]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#map()  映射  加工所有的数\n",
    "list(map(lambda x:(x+1)%2,range(1,11)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A -> C\n",
      "A -> B\n",
      "C -> B\n",
      "A -> C\n",
      "B -> A\n",
      "B -> C\n",
      "A -> C\n"
     ]
    }
   ],
   "source": [
    "def hanoic(N,a,b,c):\n",
    "    if N==1:\n",
    "        print(a,'->',c)\n",
    "    else:\n",
    "        hanoic(N-1,a,c,b)\n",
    "        print(a,'->',c)\n",
    "        hanoic(N-1,b,a,c)\n",
    "hanoic(3,'A','B','C')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'A': 2}"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#fromkeys  返回的是一个新字典\n",
    "dic={}\n",
    "\n",
    "dic.fromkeys('A',2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'b': 2}"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic.fromkeys('b',2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: 'I', 2: 'I', 3: 'I'}"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic.fromkeys((1,2,3),'I')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'one': 1}"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dic[2]='LOVE'\n",
    "dic[3]='Python'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'one': 1}"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic=dict(one=1)\n",
    "dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dic={'zhaoyaozhong':\"wangbadan\",\"zhenshihao\":'best'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['zhaoyaozhong', 'zhenshihao'])"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_values(['wangbadan', 'best'])"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic.values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_items([('zhaoyaozhong', 'wangbadan'), ('zhenshihao', 'best')])"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic.items()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dic.get(\"hechengdong\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'well'"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic.get(\"hechengdong\",'well')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'zhaoyaozhong': 'wangbadan', 'zhenshihao': 'best'}"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'wangbadan'"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic.get(\"zhaoyaozhong\",\"good\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'zhaoyaozhong': 'wangbadan', 'zhenshihao': 'best'}"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "'hechengdong' in dic\n",
    "dic[\"hechengdong\"]=\"well\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function list.clear>"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li.clear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dic.clear()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li.clear()\n",
    "li"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "a={'A':1,'b':2,'c':3}\n",
    "b=a.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'A': 1, 'b': 2, 'c': 3}"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li=[1,2,3]\n",
    "li.pop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li.pop(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1]"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.pop(\"A\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('c', 3)"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.popitem()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'b': 2}"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'A': 1, 'b': 2, 'c': 3}"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('c', 3)"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b.popitem()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "a.setdefault(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'b': 2, 5: None}"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "a[5]='a'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'b': 2, 5: 'a'}"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "b={'小白':'猪'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "b.update(小白='狗')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "a.update({5:\"d\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'b': 2, 5: 'd'}"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "a.update(b=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1}"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set1={1}\n",
    "set1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "li={1,2,3,4,5,1,2,3}\n",
    "li=set(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "li=list(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3, 4, 5]"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on built-in function print in module builtins:\n",
      "\n",
      "print(...)\n",
      "    print(value, ..., sep=' ', end='\\n', file=sys.stdout, flush=False)\n",
      "    \n",
      "    Prints the values to a stream, or to sys.stdout by default.\n",
      "    Optional keyword arguments:\n",
      "    file:  a file-like object (stream); defaults to the current sys.stdout.\n",
      "    sep:   string inserted between values, default a space.\n",
      "    end:   string appended after the last value, default a newline.\n",
      "    flush: whether to forcibly flush the stream.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(print)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "li=set(li)\n",
    "li.add(7)\n",
    "li.remove(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{2, 3, 4, 5, 7}"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "li=frozenset(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "frozenset({2, 3, 4, 5, 7})"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "li=set(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{2, 3, 4, 5, 7}"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f=open('Untitled.ipynb',mode='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\\n \"cells\": [\\n  {\\n   \"cell_type\": \"code\",\\n   \"execution_count\": 1,\\n   \"metadata\": {},\\n   \"outputs\": [\\n    {\\n     \"name\": \"stdout\",\\n     \"output_type\": \"stream\",\\n     \"text\": [\\n      \"i love python\\\\n\"\\n     ]\\n    }\\n   ],\\n   \"source\": [\\n    \"print(\\\\\"i love python\\\\\")\"\\n   ]\\n  },\\n  {\\n   \"cell_type\": \"code\",\\n   \"execution_count\": null,\\n   \"metadata\": {\\n    \"collapsed\": true\\n   },\\n   \"outputs\": [],\\n   \"source\": []\\n  }\\n ],\\n \"metadata\": {\\n  \"kernelspec\": {\\n   \"display_name\": \"Python 3\",\\n   \"language\": \"python\",\\n   \"name\": \"python3\"\\n  },\\n  \"language_info\": {\\n   \"codemirror_mode\": {\\n    \"name\": \"ipython\",\\n    \"version\": 3\\n   },\\n   \"file_extension\": \".py\",\\n   \"mimetype\": \"text/x-python\",\\n   \"name\": \"python\",\\n   \"nbconvert_exporter\": \"python\",\\n   \"pygments_lexer\": \"ipython3\",\\n   \"version\": \"3.6.3\"\\n  }\\n },\\n \"nbformat\": 4,\\n \"nbformat_minor\": 2\\n}\\n'"
      ]
     },
     "execution_count": 218,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.tell()#当前书签的位置\n",
    "f.seek(0,0)#移动书签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\\n'"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.readline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[' \"cells\": [\\n',\n",
       " '  {\\n',\n",
       " '   \"cell_type\": \"code\",\\n',\n",
       " '   \"execution_count\": 1,\\n',\n",
       " '   \"metadata\": {},\\n',\n",
       " '   \"outputs\": [\\n',\n",
       " '    {\\n',\n",
       " '     \"name\": \"stdout\",\\n',\n",
       " '     \"output_type\": \"stream\",\\n',\n",
       " '     \"text\": [\\n',\n",
       " '      \"i love python\\\\n\"\\n',\n",
       " '     ]\\n',\n",
       " '    }\\n',\n",
       " '   ],\\n',\n",
       " '   \"source\": [\\n',\n",
       " '    \"print(\\\\\"i love python\\\\\")\"\\n',\n",
       " '   ]\\n',\n",
       " '  },\\n',\n",
       " '  {\\n',\n",
       " '   \"cell_type\": \"code\",\\n',\n",
       " '   \"execution_count\": null,\\n',\n",
       " '   \"metadata\": {\\n',\n",
       " '    \"collapsed\": true\\n',\n",
       " '   },\\n',\n",
       " '   \"outputs\": [],\\n',\n",
       " '   \"source\": []\\n',\n",
       " '  }\\n',\n",
       " ' ],\\n',\n",
       " ' \"metadata\": {\\n',\n",
       " '  \"kernelspec\": {\\n',\n",
       " '   \"display_name\": \"Python 3\",\\n',\n",
       " '   \"language\": \"python\",\\n',\n",
       " '   \"name\": \"python3\"\\n',\n",
       " '  },\\n',\n",
       " '  \"language_info\": {\\n',\n",
       " '   \"codemirror_mode\": {\\n',\n",
       " '    \"name\": \"ipython\",\\n',\n",
       " '    \"version\": 3\\n',\n",
       " '   },\\n',\n",
       " '   \"file_extension\": \".py\",\\n',\n",
       " '   \"mimetype\": \"text/x-python\",\\n',\n",
       " '   \"name\": \"python\",\\n',\n",
       " '   \"nbconvert_exporter\": \"python\",\\n',\n",
       " '   \"pygments_lexer\": \"ipython3\",\\n',\n",
       " '   \"version\": \"3.6.3\"\\n',\n",
       " '  }\\n',\n",
       " ' },\\n',\n",
       " ' \"nbformat\": 4,\\n',\n",
       " ' \"nbformat_minor\": 2\\n',\n",
       " '}\\n']"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.readlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "\n",
      " \"cells\": [\n",
      "\n",
      "  {\n",
      "\n",
      "   \"cell_type\": \"code\",\n",
      "\n",
      "   \"execution_count\": 1,\n",
      "\n",
      "   \"metadata\": {},\n",
      "\n",
      "   \"outputs\": [\n",
      "\n",
      "    {\n",
      "\n",
      "     \"name\": \"stdout\",\n",
      "\n",
      "     \"output_type\": \"stream\",\n",
      "\n",
      "     \"text\": [\n",
      "\n",
      "      \"i love python\\n\"\n",
      "\n",
      "     ]\n",
      "\n",
      "    }\n",
      "\n",
      "   ],\n",
      "\n",
      "   \"source\": [\n",
      "\n",
      "    \"print(\\\"i love python\\\")\"\n",
      "\n",
      "   ]\n",
      "\n",
      "  },\n",
      "\n",
      "  {\n",
      "\n",
      "   \"cell_type\": \"code\",\n",
      "\n",
      "   \"execution_count\": null,\n",
      "\n",
      "   \"metadata\": {\n",
      "\n",
      "    \"collapsed\": true\n",
      "\n",
      "   },\n",
      "\n",
      "   \"outputs\": [],\n",
      "\n",
      "   \"source\": []\n",
      "\n",
      "  }\n",
      "\n",
      " ],\n",
      "\n",
      " \"metadata\": {\n",
      "\n",
      "  \"kernelspec\": {\n",
      "\n",
      "   \"display_name\": \"Python 3\",\n",
      "\n",
      "   \"language\": \"python\",\n",
      "\n",
      "   \"name\": \"python3\"\n",
      "\n",
      "  },\n",
      "\n",
      "  \"language_info\": {\n",
      "\n",
      "   \"codemirror_mode\": {\n",
      "\n",
      "    \"name\": \"ipython\",\n",
      "\n",
      "    \"version\": 3\n",
      "\n",
      "   },\n",
      "\n",
      "   \"file_extension\": \".py\",\n",
      "\n",
      "   \"mimetype\": \"text/x-python\",\n",
      "\n",
      "   \"name\": \"python\",\n",
      "\n",
      "   \"nbconvert_exporter\": \"python\",\n",
      "\n",
      "   \"pygments_lexer\": \"ipython3\",\n",
      "\n",
      "   \"version\": \"3.6.3\"\n",
      "\n",
      "  }\n",
      "\n",
      " },\n",
      "\n",
      " \"nbformat\": 4,\n",
      "\n",
      " \"nbformat_minor\": 2\n",
      "\n",
      "}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "f.seek(0,0)\n",
    "for i in f:\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f=open('file.txt',mode='w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.write(\"i love python\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f=open('file.txt',mode='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'i love python'"
      ]
     },
     "execution_count": 237,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "print(np.random.randint(1,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "str='{} {} {}'.format('i','love','python')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "str='hello world'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'hello worl'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str.strip('d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 1\n",
      "1 2\n",
      "2 3\n",
      "3 4\n",
      "4 6\n"
     ]
    }
   ],
   "source": [
    "li=[1,2,3,4,6]\n",
    "for i,j in enumerate(li):\n",
    "    print(i,j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "l=[1,2,3]\n",
    "y=map(lambda x:x*x,range(1,10))\n",
    "x=filter(lambda x:x%2,range(1,20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "f=open('/home/shihao-z/html5/css.txt','a+')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.css简介：\n",
      "\n",
      "style='font-size:40;color:red'\n",
      "\n",
      "初级css设计(三种方法):\n",
      "\n",
      "  a.元素内嵌样式表:  style=\"   \"\n",
      "\n",
      "  b.文档内嵌样式表:  在<head>中使用 <style  type = 'text/css'>\n",
      "\n",
      "\t\t\th1 {} a{}:  均是字典的形式 ×号代表所有元素\n",
      "\n",
      "  c.使用外部样式表:  创建CSS文件，在原文件<head> 加入<link  rel=  href=  >\n",
      "\n",
      "\n",
      "\n",
      "2.控制边框和背景\n",
      "\n",
      "border-width:边框的厚度\n",
      "\n",
      "border-color:\n",
      "\n",
      "border-style(必须的):\n",
      "\n",
      "border-direction-color:\n",
      "\n",
      "border-radius:(边缘弧度)  10px  / 15px(上左弧度)\n",
      "\n",
      "简写形式：\n",
      "\n",
      "border : 5px solid red;   border-top:------\n",
      "\n",
      "\n",
      "\n",
      "背景颜色:(也可以简写)\n",
      "\n",
      "background-color   -image(url)\n",
      "\n",
      "background-repeat:(重复设置)\n",
      "\n",
      "background-size: cover(平铺一次)\n",
      "\n",
      "background-attachment:(滚动方式)fixed(固定不动)\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "3.css文本设置:\n",
      "\n",
      "对齐方式:\n",
      "\n",
      "\ttext-align: center left right\n",
      "\n",
      "文本方向:\n",
      "\n",
      "\tdirection:rtl ltr\n",
      "\n",
      "字母间距：\n",
      "\n",
      "\tletter-spacing:100px\n",
      "\n",
      "单词间距:\n",
      "\n",
      "\tword-spacing:\n",
      "\n",
      "行间距:\n",
      "\n",
      "\tline-height:100px\n",
      "\n",
      "首行缩进：\n",
      "\n",
      "\ttext-indent:\n",
      "\n",
      "文本装饰：\n",
      "\n",
      "\ttext-decoration:\n",
      "\n",
      "\t\t下划线：underline\n",
      "\n",
      "\t\t上划线：overline\n",
      "\n",
      "\t\t删除线：line-through\n",
      "\n",
      "大小写转化：\n",
      "\n",
      "\ttext-transform:\n",
      "\n",
      "字体：\n",
      "\n",
      "  字体名称：font-family:\n",
      "\n",
      "  字体大小：font-size:40px\n",
      "\n",
      "  字体样式：font-style:\n",
      "\n",
      "  字体是否以小型大写字母显示：font-variant: small-caps\n",
      "\n",
      "  字体加粗:font-weight:输入number\n",
      "\n",
      "  字体阴影:text-shadow: 10px 10px 10px red;(向水平  垂直 偏移10 10px  模糊程度10px)\n",
      "\n",
      "\n",
      "\n",
      "5.css使用过渡:\n",
      "\n",
      "p:hover{ transition-delay:1s (推迟变化)\n",
      "\n",
      "\t transition-duration:1s(变化的时间)\n",
      "\n",
      "\t transition-property:background-color(选择延时变化的元素)\n",
      "\n",
      "\t transtiton-timing-function:ease(均衡变化）,ease-in(先慢后快).ease-out(先快后慢),inout,linear}\n",
      "\n",
      "\t-moz-:Firefox  -webkit-:Google  -o-:other -ms-:IE\n",
      "\n",
      "\n",
      "\n",
      "6.css使用动画：\n",
      "\n",
      "p:hover{animation-duration: 1s;(变化时间)\n",
      "\n",
      "            animation-name: bilili;(name)\n",
      "\n",
      "            animation-delay: 200ms;(延时)\n",
      "\n",
      "            animation-iteration-count: infinite;(无限重复)(次数)\n",
      "\n",
      "            animation-direction: alternate;(来回变化都执行)\n",
      "\n",
      "  \t}\n",
      "\n",
      "@keyframes bilili {\n",
      "\n",
      "\tfrom{}(变化起始位置)\n",
      "\n",
      "\t50%{}\n",
      "\n",
      "\t75%{}\n",
      "\n",
      "\tto{}(设定变化的状态)\n",
      "\n",
      "}\n",
      "\n",
      "\n",
      "\n",
      "7.css使用变换：\n",
      "\n",
      "p:hover{...\n",
      "\n",
      "\ttransform:rotate(45deg)(旋转)  scale(1.5)(等比例放大)  scalex(1,5)(x扩大)\n",
      "\n",
      "\ttransform-origin:(设置变化起点)bottom  (20px  40px)}\n",
      "\n",
      "\n",
      "\n",
      "8.实例.\n",
      "\n",
      ".img{ margin-top:100px (距离上段100px)\n",
      "\n",
      "\n",
      "\n",
      "9.盒子(div)\n",
      "\n",
      "\n",
      "\n",
      "最内层是 content(内容) ---- padding(填充)(有方位）----边框(border)(有方位)----边界(margin)(有方位) \n",
      "\n",
      "background-clip:选择背景部分\n",
      "\n",
      "padding:100px 50px 80px 30px(上右下左)\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "it is text\n"
     ]
    }
   ],
   "source": [
    "f.seek(0,0)\n",
    "for i in f:\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.write('it is text')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['.lesshst',\n",
       " '.local',\n",
       " '.qqbot-tmp',\n",
       " '.ipynb_checkpoints',\n",
       " '.PyCharm2017.3',\n",
       " '下载',\n",
       " '.android',\n",
       " '图片',\n",
       " 'idea-IU-173.4548.28',\n",
       " 'Figure_1.png',\n",
       " '.ssh',\n",
       " '.keras',\n",
       " 'html5',\n",
       " '.gconf',\n",
       " 'cmake-build-debug',\n",
       " '.kingsoft',\n",
       " '.mozilla',\n",
       " 'clion-2017.3',\n",
       " '.compiz',\n",
       " '.jupyter',\n",
       " 'ML',\n",
       " '.ICEauthority',\n",
       " '.conda',\n",
       " '.nano',\n",
       " '.wiznote',\n",
       " '.xsession-errors',\n",
       " '.bashrc',\n",
       " '.swo',\n",
       " '.emacs.d',\n",
       " '.viminfo',\n",
       " 'pycharm-2017.3.1',\n",
       " '.idea',\n",
       " '.pki',\n",
       " '.IntelliJIdea2017.3',\n",
       " '.config',\n",
       " '.xsession-errors.old',\n",
       " '无标题文档',\n",
       " '.sudo_as_admin_successful',\n",
       " '.dbus',\n",
       " '视频',\n",
       " '.bash_logout',\n",
       " 'Templates',\n",
       " '.java',\n",
       " '.bashrc-anaconda3.bak',\n",
       " '.CLion2017.3',\n",
       " '.python_history-23230.tmp',\n",
       " '.swp',\n",
       " '.adobe',\n",
       " '.xinputrc',\n",
       " 'Desktop',\n",
       " 'Downloads',\n",
       " 'Public',\n",
       " '.pam_environment',\n",
       " '.text.c.swp',\n",
       " '音乐',\n",
       " 'python--study',\n",
       " '.gnupg',\n",
       " '.gitconfig',\n",
       " 'CLionProjects',\n",
       " '.gnome',\n",
       " '.weechat',\n",
       " '.ipython',\n",
       " '.bash_history',\n",
       " '.pylint.d',\n",
       " '.cache',\n",
       " '.Xauthority',\n",
       " 'anaconda3',\n",
       " '桌面',\n",
       " '.dmrc',\n",
       " 'Pictures',\n",
       " 'Figure_1-3.png',\n",
       " 'PycharmProjects',\n",
       " '.macromedia',\n",
       " 'Figure_1-2.png',\n",
       " '.vscode',\n",
       " '.presage',\n",
       " 'examples.desktop',\n",
       " 'Videos',\n",
       " '.profile',\n",
       " '文档',\n",
       " 'Music',\n",
       " '.python_history',\n",
       " 'IdeaProjects',\n",
       " '.condarc']"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os \n",
    "os.listdir(path='/home/shihao-z')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "os.chdir(\"/home/shihao-z\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "os.mkdir('rubbsh.py')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "os.rmdir('rubbsh.py')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0  1  2  3]\n",
      " [ 4  5  6  7]\n",
      " [ 8  9 10 11]]\n"
     ]
    }
   ],
   "source": [
    "a = np.arange(12).reshape(3,4)\n",
    "print(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "b=a.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 14,  38,  62],\n",
       "       [ 38, 126, 214],\n",
       "       [ 62, 214, 366]])"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.dot(a,b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 14,  38,  62],\n",
       "       [ 38, 126, 214],\n",
       "       [ 62, 214, 366]])"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.dot(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3, 3, 3])"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmax(a,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 4.,  5.,  6.,  7.])"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.mean(axis=1)\n",
    "np.median(a,axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1,  2,  3],\n",
       "       [ 5,  6,  7],\n",
       "       [ 9, 10, 11]])"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.diff(np.cumsum(a,axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 6, 10])"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a[1:,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<numpy.flatiter at 0x55b2059171c0>"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.flat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  5  6  7  8  9 10 11]\n"
     ]
    }
   ],
   "source": [
    "print(a.flatten())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3],\n",
       "       [ 4,  5,  6,  7],\n",
       "       [ 8,  9, 10, 11]])"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[12, 13, 14, 15],\n",
       "       [16, 17, 18, 19],\n",
       "       [20, 21, 22, 23]])"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b = np.arange(12,24).reshape((3,4))\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3],\n",
       "       [ 4,  5,  6,  7],\n",
       "       [ 8,  9, 10, 11],\n",
       "       [12, 13, 14, 15],\n",
       "       [16, 17, 18, 19],\n",
       "       [20, 21, 22, 23]])"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.vstack((a,b))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[0, 1, 2, 3]]), array([[4, 5, 6, 7]]), array([[ 8,  9, 10, 11]])]"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.split(a,3,axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame(np.arange(0,12).reshape(3,4),index=li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "li=['zhenshihao','hechengdong','lipeng']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>zhenshihao</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hechengdong</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lipeng</th>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             0  1   2   3\n",
       "zhenshihao   0  1   2   3\n",
       "hechengdong  4  5   6   7\n",
       "lipeng       8  9  10  11"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "s=pd.Series(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     zhenshihao\n",
       "1    hechengdong\n",
       "2         lipeng\n",
       "dtype: object"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "s=pd.date_range('20180317000000',periods=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2018-03-17', '2018-03-18', '2018-03-19', '2018-03-20',\n",
       "               '2018-03-21', '2018-03-22', '2018-03-23', '2018-03-24',\n",
       "               '2018-03-25', '2018-03-26', '2018-03-27', '2018-03-28',\n",
       "               '2018-03-29', '2018-03-30', '2018-03-31', '2018-04-01',\n",
       "               '2018-04-02', '2018-04-03', '2018-04-04', '2018-04-05',\n",
       "               '2018-04-06', '2018-04-07', '2018-04-08', '2018-04-09',\n",
       "               '2018-04-10', '2018-04-11', '2018-04-12', '2018-04-13',\n",
       "               '2018-04-14', '2018-04-15', '2018-04-16', '2018-04-17',\n",
       "               '2018-04-18', '2018-04-19', '2018-04-20', '2018-04-21',\n",
       "               '2018-04-22', '2018-04-23', '2018-04-24', '2018-04-25',\n",
       "               '2018-04-26', '2018-04-27', '2018-04-28', '2018-04-29',\n",
       "               '2018-04-30', '2018-05-01', '2018-05-02', '2018-05-03',\n",
       "               '2018-05-04', '2018-05-05', '2018-05-06', '2018-05-07',\n",
       "               '2018-05-08', '2018-05-09', '2018-05-10', '2018-05-11',\n",
       "               '2018-05-12', '2018-05-13', '2018-05-14', '2018-05-15'],\n",
       "              dtype='datetime64[ns]', freq='D')"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "li=np.arange(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(np.arange(1200).reshape(60,20),index=s,columns=li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-03-17</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-18</th>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-19</th>\n",
       "      <td>40</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-20</th>\n",
       "      <td>60</td>\n",
       "      <td>61</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>64</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>74</td>\n",
       "      <td>75</td>\n",
       "      <td>76</td>\n",
       "      <td>77</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-21</th>\n",
       "      <td>80</td>\n",
       "      <td>81</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>96</td>\n",
       "      <td>97</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-22</th>\n",
       "      <td>100</td>\n",
       "      <td>101</td>\n",
       "      <td>102</td>\n",
       "      <td>103</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>106</td>\n",
       "      <td>107</td>\n",
       "      <td>108</td>\n",
       "      <td>109</td>\n",
       "      <td>110</td>\n",
       "      <td>111</td>\n",
       "      <td>112</td>\n",
       "      <td>113</td>\n",
       "      <td>114</td>\n",
       "      <td>115</td>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "      <td>118</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-23</th>\n",
       "      <td>120</td>\n",
       "      <td>121</td>\n",
       "      <td>122</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>125</td>\n",
       "      <td>126</td>\n",
       "      <td>127</td>\n",
       "      <td>128</td>\n",
       "      <td>129</td>\n",
       "      <td>130</td>\n",
       "      <td>131</td>\n",
       "      <td>132</td>\n",
       "      <td>133</td>\n",
       "      <td>134</td>\n",
       "      <td>135</td>\n",
       "      <td>136</td>\n",
       "      <td>137</td>\n",
       "      <td>138</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-24</th>\n",
       "      <td>140</td>\n",
       "      <td>141</td>\n",
       "      <td>142</td>\n",
       "      <td>143</td>\n",
       "      <td>144</td>\n",
       "      <td>145</td>\n",
       "      <td>146</td>\n",
       "      <td>147</td>\n",
       "      <td>148</td>\n",
       "      <td>149</td>\n",
       "      <td>150</td>\n",
       "      <td>151</td>\n",
       "      <td>152</td>\n",
       "      <td>153</td>\n",
       "      <td>154</td>\n",
       "      <td>155</td>\n",
       "      <td>156</td>\n",
       "      <td>157</td>\n",
       "      <td>158</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-25</th>\n",
       "      <td>160</td>\n",
       "      <td>161</td>\n",
       "      <td>162</td>\n",
       "      <td>163</td>\n",
       "      <td>164</td>\n",
       "      <td>165</td>\n",
       "      <td>166</td>\n",
       "      <td>167</td>\n",
       "      <td>168</td>\n",
       "      <td>169</td>\n",
       "      <td>170</td>\n",
       "      <td>171</td>\n",
       "      <td>172</td>\n",
       "      <td>173</td>\n",
       "      <td>174</td>\n",
       "      <td>175</td>\n",
       "      <td>176</td>\n",
       "      <td>177</td>\n",
       "      <td>178</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-26</th>\n",
       "      <td>180</td>\n",
       "      <td>181</td>\n",
       "      <td>182</td>\n",
       "      <td>183</td>\n",
       "      <td>184</td>\n",
       "      <td>185</td>\n",
       "      <td>186</td>\n",
       "      <td>187</td>\n",
       "      <td>188</td>\n",
       "      <td>189</td>\n",
       "      <td>190</td>\n",
       "      <td>191</td>\n",
       "      <td>192</td>\n",
       "      <td>193</td>\n",
       "      <td>194</td>\n",
       "      <td>195</td>\n",
       "      <td>196</td>\n",
       "      <td>197</td>\n",
       "      <td>198</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-27</th>\n",
       "      <td>200</td>\n",
       "      <td>201</td>\n",
       "      <td>202</td>\n",
       "      <td>203</td>\n",
       "      <td>204</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "      <td>207</td>\n",
       "      <td>208</td>\n",
       "      <td>209</td>\n",
       "      <td>210</td>\n",
       "      <td>211</td>\n",
       "      <td>212</td>\n",
       "      <td>213</td>\n",
       "      <td>214</td>\n",
       "      <td>215</td>\n",
       "      <td>216</td>\n",
       "      <td>217</td>\n",
       "      <td>218</td>\n",
       "      <td>219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-28</th>\n",
       "      <td>220</td>\n",
       "      <td>221</td>\n",
       "      <td>222</td>\n",
       "      <td>223</td>\n",
       "      <td>224</td>\n",
       "      <td>225</td>\n",
       "      <td>226</td>\n",
       "      <td>227</td>\n",
       "      <td>228</td>\n",
       "      <td>229</td>\n",
       "      <td>230</td>\n",
       "      <td>231</td>\n",
       "      <td>232</td>\n",
       "      <td>233</td>\n",
       "      <td>234</td>\n",
       "      <td>235</td>\n",
       "      <td>236</td>\n",
       "      <td>237</td>\n",
       "      <td>238</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-29</th>\n",
       "      <td>240</td>\n",
       "      <td>241</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>246</td>\n",
       "      <td>247</td>\n",
       "      <td>248</td>\n",
       "      <td>249</td>\n",
       "      <td>250</td>\n",
       "      <td>251</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>254</td>\n",
       "      <td>255</td>\n",
       "      <td>256</td>\n",
       "      <td>257</td>\n",
       "      <td>258</td>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-30</th>\n",
       "      <td>260</td>\n",
       "      <td>261</td>\n",
       "      <td>262</td>\n",
       "      <td>263</td>\n",
       "      <td>264</td>\n",
       "      <td>265</td>\n",
       "      <td>266</td>\n",
       "      <td>267</td>\n",
       "      <td>268</td>\n",
       "      <td>269</td>\n",
       "      <td>270</td>\n",
       "      <td>271</td>\n",
       "      <td>272</td>\n",
       "      <td>273</td>\n",
       "      <td>274</td>\n",
       "      <td>275</td>\n",
       "      <td>276</td>\n",
       "      <td>277</td>\n",
       "      <td>278</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-31</th>\n",
       "      <td>280</td>\n",
       "      <td>281</td>\n",
       "      <td>282</td>\n",
       "      <td>283</td>\n",
       "      <td>284</td>\n",
       "      <td>285</td>\n",
       "      <td>286</td>\n",
       "      <td>287</td>\n",
       "      <td>288</td>\n",
       "      <td>289</td>\n",
       "      <td>290</td>\n",
       "      <td>291</td>\n",
       "      <td>292</td>\n",
       "      <td>293</td>\n",
       "      <td>294</td>\n",
       "      <td>295</td>\n",
       "      <td>296</td>\n",
       "      <td>297</td>\n",
       "      <td>298</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-01</th>\n",
       "      <td>300</td>\n",
       "      <td>301</td>\n",
       "      <td>302</td>\n",
       "      <td>303</td>\n",
       "      <td>304</td>\n",
       "      <td>305</td>\n",
       "      <td>306</td>\n",
       "      <td>307</td>\n",
       "      <td>308</td>\n",
       "      <td>309</td>\n",
       "      <td>310</td>\n",
       "      <td>311</td>\n",
       "      <td>312</td>\n",
       "      <td>313</td>\n",
       "      <td>314</td>\n",
       "      <td>315</td>\n",
       "      <td>316</td>\n",
       "      <td>317</td>\n",
       "      <td>318</td>\n",
       "      <td>319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-02</th>\n",
       "      <td>320</td>\n",
       "      <td>321</td>\n",
       "      <td>322</td>\n",
       "      <td>323</td>\n",
       "      <td>324</td>\n",
       "      <td>325</td>\n",
       "      <td>326</td>\n",
       "      <td>327</td>\n",
       "      <td>328</td>\n",
       "      <td>329</td>\n",
       "      <td>330</td>\n",
       "      <td>331</td>\n",
       "      <td>332</td>\n",
       "      <td>333</td>\n",
       "      <td>334</td>\n",
       "      <td>335</td>\n",
       "      <td>336</td>\n",
       "      <td>337</td>\n",
       "      <td>338</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-03</th>\n",
       "      <td>340</td>\n",
       "      <td>341</td>\n",
       "      <td>342</td>\n",
       "      <td>343</td>\n",
       "      <td>344</td>\n",
       "      <td>345</td>\n",
       "      <td>346</td>\n",
       "      <td>347</td>\n",
       "      <td>348</td>\n",
       "      <td>349</td>\n",
       "      <td>350</td>\n",
       "      <td>351</td>\n",
       "      <td>352</td>\n",
       "      <td>353</td>\n",
       "      <td>354</td>\n",
       "      <td>355</td>\n",
       "      <td>356</td>\n",
       "      <td>357</td>\n",
       "      <td>358</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-04</th>\n",
       "      <td>360</td>\n",
       "      <td>361</td>\n",
       "      <td>362</td>\n",
       "      <td>363</td>\n",
       "      <td>364</td>\n",
       "      <td>365</td>\n",
       "      <td>366</td>\n",
       "      <td>367</td>\n",
       "      <td>368</td>\n",
       "      <td>369</td>\n",
       "      <td>370</td>\n",
       "      <td>371</td>\n",
       "      <td>372</td>\n",
       "      <td>373</td>\n",
       "      <td>374</td>\n",
       "      <td>375</td>\n",
       "      <td>376</td>\n",
       "      <td>377</td>\n",
       "      <td>378</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-05</th>\n",
       "      <td>380</td>\n",
       "      <td>381</td>\n",
       "      <td>382</td>\n",
       "      <td>383</td>\n",
       "      <td>384</td>\n",
       "      <td>385</td>\n",
       "      <td>386</td>\n",
       "      <td>387</td>\n",
       "      <td>388</td>\n",
       "      <td>389</td>\n",
       "      <td>390</td>\n",
       "      <td>391</td>\n",
       "      <td>392</td>\n",
       "      <td>393</td>\n",
       "      <td>394</td>\n",
       "      <td>395</td>\n",
       "      <td>396</td>\n",
       "      <td>397</td>\n",
       "      <td>398</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-06</th>\n",
       "      <td>400</td>\n",
       "      <td>401</td>\n",
       "      <td>402</td>\n",
       "      <td>403</td>\n",
       "      <td>404</td>\n",
       "      <td>405</td>\n",
       "      <td>406</td>\n",
       "      <td>407</td>\n",
       "      <td>408</td>\n",
       "      <td>409</td>\n",
       "      <td>410</td>\n",
       "      <td>411</td>\n",
       "      <td>412</td>\n",
       "      <td>413</td>\n",
       "      <td>414</td>\n",
       "      <td>415</td>\n",
       "      <td>416</td>\n",
       "      <td>417</td>\n",
       "      <td>418</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-07</th>\n",
       "      <td>420</td>\n",
       "      <td>421</td>\n",
       "      <td>422</td>\n",
       "      <td>423</td>\n",
       "      <td>424</td>\n",
       "      <td>425</td>\n",
       "      <td>426</td>\n",
       "      <td>427</td>\n",
       "      <td>428</td>\n",
       "      <td>429</td>\n",
       "      <td>430</td>\n",
       "      <td>431</td>\n",
       "      <td>432</td>\n",
       "      <td>433</td>\n",
       "      <td>434</td>\n",
       "      <td>435</td>\n",
       "      <td>436</td>\n",
       "      <td>437</td>\n",
       "      <td>438</td>\n",
       "      <td>439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-08</th>\n",
       "      <td>440</td>\n",
       "      <td>441</td>\n",
       "      <td>442</td>\n",
       "      <td>443</td>\n",
       "      <td>444</td>\n",
       "      <td>445</td>\n",
       "      <td>446</td>\n",
       "      <td>447</td>\n",
       "      <td>448</td>\n",
       "      <td>449</td>\n",
       "      <td>450</td>\n",
       "      <td>451</td>\n",
       "      <td>452</td>\n",
       "      <td>453</td>\n",
       "      <td>454</td>\n",
       "      <td>455</td>\n",
       "      <td>456</td>\n",
       "      <td>457</td>\n",
       "      <td>458</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-09</th>\n",
       "      <td>460</td>\n",
       "      <td>461</td>\n",
       "      <td>462</td>\n",
       "      <td>463</td>\n",
       "      <td>464</td>\n",
       "      <td>465</td>\n",
       "      <td>466</td>\n",
       "      <td>467</td>\n",
       "      <td>468</td>\n",
       "      <td>469</td>\n",
       "      <td>470</td>\n",
       "      <td>471</td>\n",
       "      <td>472</td>\n",
       "      <td>473</td>\n",
       "      <td>474</td>\n",
       "      <td>475</td>\n",
       "      <td>476</td>\n",
       "      <td>477</td>\n",
       "      <td>478</td>\n",
       "      <td>479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-10</th>\n",
       "      <td>480</td>\n",
       "      <td>481</td>\n",
       "      <td>482</td>\n",
       "      <td>483</td>\n",
       "      <td>484</td>\n",
       "      <td>485</td>\n",
       "      <td>486</td>\n",
       "      <td>487</td>\n",
       "      <td>488</td>\n",
       "      <td>489</td>\n",
       "      <td>490</td>\n",
       "      <td>491</td>\n",
       "      <td>492</td>\n",
       "      <td>493</td>\n",
       "      <td>494</td>\n",
       "      <td>495</td>\n",
       "      <td>496</td>\n",
       "      <td>497</td>\n",
       "      <td>498</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-11</th>\n",
       "      <td>500</td>\n",
       "      <td>501</td>\n",
       "      <td>502</td>\n",
       "      <td>503</td>\n",
       "      <td>504</td>\n",
       "      <td>505</td>\n",
       "      <td>506</td>\n",
       "      <td>507</td>\n",
       "      <td>508</td>\n",
       "      <td>509</td>\n",
       "      <td>510</td>\n",
       "      <td>511</td>\n",
       "      <td>512</td>\n",
       "      <td>513</td>\n",
       "      <td>514</td>\n",
       "      <td>515</td>\n",
       "      <td>516</td>\n",
       "      <td>517</td>\n",
       "      <td>518</td>\n",
       "      <td>519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-12</th>\n",
       "      <td>520</td>\n",
       "      <td>521</td>\n",
       "      <td>522</td>\n",
       "      <td>523</td>\n",
       "      <td>524</td>\n",
       "      <td>525</td>\n",
       "      <td>526</td>\n",
       "      <td>527</td>\n",
       "      <td>528</td>\n",
       "      <td>529</td>\n",
       "      <td>530</td>\n",
       "      <td>531</td>\n",
       "      <td>532</td>\n",
       "      <td>533</td>\n",
       "      <td>534</td>\n",
       "      <td>535</td>\n",
       "      <td>536</td>\n",
       "      <td>537</td>\n",
       "      <td>538</td>\n",
       "      <td>539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-13</th>\n",
       "      <td>540</td>\n",
       "      <td>541</td>\n",
       "      <td>542</td>\n",
       "      <td>543</td>\n",
       "      <td>544</td>\n",
       "      <td>545</td>\n",
       "      <td>546</td>\n",
       "      <td>547</td>\n",
       "      <td>548</td>\n",
       "      <td>549</td>\n",
       "      <td>550</td>\n",
       "      <td>551</td>\n",
       "      <td>552</td>\n",
       "      <td>553</td>\n",
       "      <td>554</td>\n",
       "      <td>555</td>\n",
       "      <td>556</td>\n",
       "      <td>557</td>\n",
       "      <td>558</td>\n",
       "      <td>559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-14</th>\n",
       "      <td>560</td>\n",
       "      <td>561</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>566</td>\n",
       "      <td>567</td>\n",
       "      <td>568</td>\n",
       "      <td>569</td>\n",
       "      <td>570</td>\n",
       "      <td>571</td>\n",
       "      <td>572</td>\n",
       "      <td>573</td>\n",
       "      <td>574</td>\n",
       "      <td>575</td>\n",
       "      <td>576</td>\n",
       "      <td>577</td>\n",
       "      <td>578</td>\n",
       "      <td>579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-15</th>\n",
       "      <td>580</td>\n",
       "      <td>581</td>\n",
       "      <td>582</td>\n",
       "      <td>583</td>\n",
       "      <td>584</td>\n",
       "      <td>585</td>\n",
       "      <td>586</td>\n",
       "      <td>587</td>\n",
       "      <td>588</td>\n",
       "      <td>589</td>\n",
       "      <td>590</td>\n",
       "      <td>591</td>\n",
       "      <td>592</td>\n",
       "      <td>593</td>\n",
       "      <td>594</td>\n",
       "      <td>595</td>\n",
       "      <td>596</td>\n",
       "      <td>597</td>\n",
       "      <td>598</td>\n",
       "      <td>599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-16</th>\n",
       "      <td>600</td>\n",
       "      <td>601</td>\n",
       "      <td>602</td>\n",
       "      <td>603</td>\n",
       "      <td>604</td>\n",
       "      <td>605</td>\n",
       "      <td>606</td>\n",
       "      <td>607</td>\n",
       "      <td>608</td>\n",
       "      <td>609</td>\n",
       "      <td>610</td>\n",
       "      <td>611</td>\n",
       "      <td>612</td>\n",
       "      <td>613</td>\n",
       "      <td>614</td>\n",
       "      <td>615</td>\n",
       "      <td>616</td>\n",
       "      <td>617</td>\n",
       "      <td>618</td>\n",
       "      <td>619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-17</th>\n",
       "      <td>620</td>\n",
       "      <td>621</td>\n",
       "      <td>622</td>\n",
       "      <td>623</td>\n",
       "      <td>624</td>\n",
       "      <td>625</td>\n",
       "      <td>626</td>\n",
       "      <td>627</td>\n",
       "      <td>628</td>\n",
       "      <td>629</td>\n",
       "      <td>630</td>\n",
       "      <td>631</td>\n",
       "      <td>632</td>\n",
       "      <td>633</td>\n",
       "      <td>634</td>\n",
       "      <td>635</td>\n",
       "      <td>636</td>\n",
       "      <td>637</td>\n",
       "      <td>638</td>\n",
       "      <td>639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-18</th>\n",
       "      <td>640</td>\n",
       "      <td>641</td>\n",
       "      <td>642</td>\n",
       "      <td>643</td>\n",
       "      <td>644</td>\n",
       "      <td>645</td>\n",
       "      <td>646</td>\n",
       "      <td>647</td>\n",
       "      <td>648</td>\n",
       "      <td>649</td>\n",
       "      <td>650</td>\n",
       "      <td>651</td>\n",
       "      <td>652</td>\n",
       "      <td>653</td>\n",
       "      <td>654</td>\n",
       "      <td>655</td>\n",
       "      <td>656</td>\n",
       "      <td>657</td>\n",
       "      <td>658</td>\n",
       "      <td>659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-19</th>\n",
       "      <td>660</td>\n",
       "      <td>661</td>\n",
       "      <td>662</td>\n",
       "      <td>663</td>\n",
       "      <td>664</td>\n",
       "      <td>665</td>\n",
       "      <td>666</td>\n",
       "      <td>667</td>\n",
       "      <td>668</td>\n",
       "      <td>669</td>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-20</th>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "      <td>690</td>\n",
       "      <td>691</td>\n",
       "      <td>692</td>\n",
       "      <td>693</td>\n",
       "      <td>694</td>\n",
       "      <td>695</td>\n",
       "      <td>696</td>\n",
       "      <td>697</td>\n",
       "      <td>698</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-21</th>\n",
       "      <td>700</td>\n",
       "      <td>701</td>\n",
       "      <td>702</td>\n",
       "      <td>703</td>\n",
       "      <td>704</td>\n",
       "      <td>705</td>\n",
       "      <td>706</td>\n",
       "      <td>707</td>\n",
       "      <td>708</td>\n",
       "      <td>709</td>\n",
       "      <td>710</td>\n",
       "      <td>711</td>\n",
       "      <td>712</td>\n",
       "      <td>713</td>\n",
       "      <td>714</td>\n",
       "      <td>715</td>\n",
       "      <td>716</td>\n",
       "      <td>717</td>\n",
       "      <td>718</td>\n",
       "      <td>719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-22</th>\n",
       "      <td>720</td>\n",
       "      <td>721</td>\n",
       "      <td>722</td>\n",
       "      <td>723</td>\n",
       "      <td>724</td>\n",
       "      <td>725</td>\n",
       "      <td>726</td>\n",
       "      <td>727</td>\n",
       "      <td>728</td>\n",
       "      <td>729</td>\n",
       "      <td>730</td>\n",
       "      <td>731</td>\n",
       "      <td>732</td>\n",
       "      <td>733</td>\n",
       "      <td>734</td>\n",
       "      <td>735</td>\n",
       "      <td>736</td>\n",
       "      <td>737</td>\n",
       "      <td>738</td>\n",
       "      <td>739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-23</th>\n",
       "      <td>740</td>\n",
       "      <td>741</td>\n",
       "      <td>742</td>\n",
       "      <td>743</td>\n",
       "      <td>744</td>\n",
       "      <td>745</td>\n",
       "      <td>746</td>\n",
       "      <td>747</td>\n",
       "      <td>748</td>\n",
       "      <td>749</td>\n",
       "      <td>750</td>\n",
       "      <td>751</td>\n",
       "      <td>752</td>\n",
       "      <td>753</td>\n",
       "      <td>754</td>\n",
       "      <td>755</td>\n",
       "      <td>756</td>\n",
       "      <td>757</td>\n",
       "      <td>758</td>\n",
       "      <td>759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-24</th>\n",
       "      <td>760</td>\n",
       "      <td>761</td>\n",
       "      <td>762</td>\n",
       "      <td>763</td>\n",
       "      <td>764</td>\n",
       "      <td>765</td>\n",
       "      <td>766</td>\n",
       "      <td>767</td>\n",
       "      <td>768</td>\n",
       "      <td>769</td>\n",
       "      <td>770</td>\n",
       "      <td>771</td>\n",
       "      <td>772</td>\n",
       "      <td>773</td>\n",
       "      <td>774</td>\n",
       "      <td>775</td>\n",
       "      <td>776</td>\n",
       "      <td>777</td>\n",
       "      <td>778</td>\n",
       "      <td>779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-25</th>\n",
       "      <td>780</td>\n",
       "      <td>781</td>\n",
       "      <td>782</td>\n",
       "      <td>783</td>\n",
       "      <td>784</td>\n",
       "      <td>785</td>\n",
       "      <td>786</td>\n",
       "      <td>787</td>\n",
       "      <td>788</td>\n",
       "      <td>789</td>\n",
       "      <td>790</td>\n",
       "      <td>791</td>\n",
       "      <td>792</td>\n",
       "      <td>793</td>\n",
       "      <td>794</td>\n",
       "      <td>795</td>\n",
       "      <td>796</td>\n",
       "      <td>797</td>\n",
       "      <td>798</td>\n",
       "      <td>799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-26</th>\n",
       "      <td>800</td>\n",
       "      <td>801</td>\n",
       "      <td>802</td>\n",
       "      <td>803</td>\n",
       "      <td>804</td>\n",
       "      <td>805</td>\n",
       "      <td>806</td>\n",
       "      <td>807</td>\n",
       "      <td>808</td>\n",
       "      <td>809</td>\n",
       "      <td>810</td>\n",
       "      <td>811</td>\n",
       "      <td>812</td>\n",
       "      <td>813</td>\n",
       "      <td>814</td>\n",
       "      <td>815</td>\n",
       "      <td>816</td>\n",
       "      <td>817</td>\n",
       "      <td>818</td>\n",
       "      <td>819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-27</th>\n",
       "      <td>820</td>\n",
       "      <td>821</td>\n",
       "      <td>822</td>\n",
       "      <td>823</td>\n",
       "      <td>824</td>\n",
       "      <td>825</td>\n",
       "      <td>826</td>\n",
       "      <td>827</td>\n",
       "      <td>828</td>\n",
       "      <td>829</td>\n",
       "      <td>830</td>\n",
       "      <td>831</td>\n",
       "      <td>832</td>\n",
       "      <td>833</td>\n",
       "      <td>834</td>\n",
       "      <td>835</td>\n",
       "      <td>836</td>\n",
       "      <td>837</td>\n",
       "      <td>838</td>\n",
       "      <td>839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-28</th>\n",
       "      <td>840</td>\n",
       "      <td>841</td>\n",
       "      <td>842</td>\n",
       "      <td>843</td>\n",
       "      <td>844</td>\n",
       "      <td>845</td>\n",
       "      <td>846</td>\n",
       "      <td>847</td>\n",
       "      <td>848</td>\n",
       "      <td>849</td>\n",
       "      <td>850</td>\n",
       "      <td>851</td>\n",
       "      <td>852</td>\n",
       "      <td>853</td>\n",
       "      <td>854</td>\n",
       "      <td>855</td>\n",
       "      <td>856</td>\n",
       "      <td>857</td>\n",
       "      <td>858</td>\n",
       "      <td>859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-29</th>\n",
       "      <td>860</td>\n",
       "      <td>861</td>\n",
       "      <td>862</td>\n",
       "      <td>863</td>\n",
       "      <td>864</td>\n",
       "      <td>865</td>\n",
       "      <td>866</td>\n",
       "      <td>867</td>\n",
       "      <td>868</td>\n",
       "      <td>869</td>\n",
       "      <td>870</td>\n",
       "      <td>871</td>\n",
       "      <td>872</td>\n",
       "      <td>873</td>\n",
       "      <td>874</td>\n",
       "      <td>875</td>\n",
       "      <td>876</td>\n",
       "      <td>877</td>\n",
       "      <td>878</td>\n",
       "      <td>879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-30</th>\n",
       "      <td>880</td>\n",
       "      <td>881</td>\n",
       "      <td>882</td>\n",
       "      <td>883</td>\n",
       "      <td>884</td>\n",
       "      <td>885</td>\n",
       "      <td>886</td>\n",
       "      <td>887</td>\n",
       "      <td>888</td>\n",
       "      <td>889</td>\n",
       "      <td>890</td>\n",
       "      <td>891</td>\n",
       "      <td>892</td>\n",
       "      <td>893</td>\n",
       "      <td>894</td>\n",
       "      <td>895</td>\n",
       "      <td>896</td>\n",
       "      <td>897</td>\n",
       "      <td>898</td>\n",
       "      <td>899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-01</th>\n",
       "      <td>900</td>\n",
       "      <td>901</td>\n",
       "      <td>902</td>\n",
       "      <td>903</td>\n",
       "      <td>904</td>\n",
       "      <td>905</td>\n",
       "      <td>906</td>\n",
       "      <td>907</td>\n",
       "      <td>908</td>\n",
       "      <td>909</td>\n",
       "      <td>910</td>\n",
       "      <td>911</td>\n",
       "      <td>912</td>\n",
       "      <td>913</td>\n",
       "      <td>914</td>\n",
       "      <td>915</td>\n",
       "      <td>916</td>\n",
       "      <td>917</td>\n",
       "      <td>918</td>\n",
       "      <td>919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-02</th>\n",
       "      <td>920</td>\n",
       "      <td>921</td>\n",
       "      <td>922</td>\n",
       "      <td>923</td>\n",
       "      <td>924</td>\n",
       "      <td>925</td>\n",
       "      <td>926</td>\n",
       "      <td>927</td>\n",
       "      <td>928</td>\n",
       "      <td>929</td>\n",
       "      <td>930</td>\n",
       "      <td>931</td>\n",
       "      <td>932</td>\n",
       "      <td>933</td>\n",
       "      <td>934</td>\n",
       "      <td>935</td>\n",
       "      <td>936</td>\n",
       "      <td>937</td>\n",
       "      <td>938</td>\n",
       "      <td>939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-03</th>\n",
       "      <td>940</td>\n",
       "      <td>941</td>\n",
       "      <td>942</td>\n",
       "      <td>943</td>\n",
       "      <td>944</td>\n",
       "      <td>945</td>\n",
       "      <td>946</td>\n",
       "      <td>947</td>\n",
       "      <td>948</td>\n",
       "      <td>949</td>\n",
       "      <td>950</td>\n",
       "      <td>951</td>\n",
       "      <td>952</td>\n",
       "      <td>953</td>\n",
       "      <td>954</td>\n",
       "      <td>955</td>\n",
       "      <td>956</td>\n",
       "      <td>957</td>\n",
       "      <td>958</td>\n",
       "      <td>959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-04</th>\n",
       "      <td>960</td>\n",
       "      <td>961</td>\n",
       "      <td>962</td>\n",
       "      <td>963</td>\n",
       "      <td>964</td>\n",
       "      <td>965</td>\n",
       "      <td>966</td>\n",
       "      <td>967</td>\n",
       "      <td>968</td>\n",
       "      <td>969</td>\n",
       "      <td>970</td>\n",
       "      <td>971</td>\n",
       "      <td>972</td>\n",
       "      <td>973</td>\n",
       "      <td>974</td>\n",
       "      <td>975</td>\n",
       "      <td>976</td>\n",
       "      <td>977</td>\n",
       "      <td>978</td>\n",
       "      <td>979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-05</th>\n",
       "      <td>980</td>\n",
       "      <td>981</td>\n",
       "      <td>982</td>\n",
       "      <td>983</td>\n",
       "      <td>984</td>\n",
       "      <td>985</td>\n",
       "      <td>986</td>\n",
       "      <td>987</td>\n",
       "      <td>988</td>\n",
       "      <td>989</td>\n",
       "      <td>990</td>\n",
       "      <td>991</td>\n",
       "      <td>992</td>\n",
       "      <td>993</td>\n",
       "      <td>994</td>\n",
       "      <td>995</td>\n",
       "      <td>996</td>\n",
       "      <td>997</td>\n",
       "      <td>998</td>\n",
       "      <td>999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-06</th>\n",
       "      <td>1000</td>\n",
       "      <td>1001</td>\n",
       "      <td>1002</td>\n",
       "      <td>1003</td>\n",
       "      <td>1004</td>\n",
       "      <td>1005</td>\n",
       "      <td>1006</td>\n",
       "      <td>1007</td>\n",
       "      <td>1008</td>\n",
       "      <td>1009</td>\n",
       "      <td>1010</td>\n",
       "      <td>1011</td>\n",
       "      <td>1012</td>\n",
       "      <td>1013</td>\n",
       "      <td>1014</td>\n",
       "      <td>1015</td>\n",
       "      <td>1016</td>\n",
       "      <td>1017</td>\n",
       "      <td>1018</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-07</th>\n",
       "      <td>1020</td>\n",
       "      <td>1021</td>\n",
       "      <td>1022</td>\n",
       "      <td>1023</td>\n",
       "      <td>1024</td>\n",
       "      <td>1025</td>\n",
       "      <td>1026</td>\n",
       "      <td>1027</td>\n",
       "      <td>1028</td>\n",
       "      <td>1029</td>\n",
       "      <td>1030</td>\n",
       "      <td>1031</td>\n",
       "      <td>1032</td>\n",
       "      <td>1033</td>\n",
       "      <td>1034</td>\n",
       "      <td>1035</td>\n",
       "      <td>1036</td>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-08</th>\n",
       "      <td>1040</td>\n",
       "      <td>1041</td>\n",
       "      <td>1042</td>\n",
       "      <td>1043</td>\n",
       "      <td>1044</td>\n",
       "      <td>1045</td>\n",
       "      <td>1046</td>\n",
       "      <td>1047</td>\n",
       "      <td>1048</td>\n",
       "      <td>1049</td>\n",
       "      <td>1050</td>\n",
       "      <td>1051</td>\n",
       "      <td>1052</td>\n",
       "      <td>1053</td>\n",
       "      <td>1054</td>\n",
       "      <td>1055</td>\n",
       "      <td>1056</td>\n",
       "      <td>1057</td>\n",
       "      <td>1058</td>\n",
       "      <td>1059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-09</th>\n",
       "      <td>1060</td>\n",
       "      <td>1061</td>\n",
       "      <td>1062</td>\n",
       "      <td>1063</td>\n",
       "      <td>1064</td>\n",
       "      <td>1065</td>\n",
       "      <td>1066</td>\n",
       "      <td>1067</td>\n",
       "      <td>1068</td>\n",
       "      <td>1069</td>\n",
       "      <td>1070</td>\n",
       "      <td>1071</td>\n",
       "      <td>1072</td>\n",
       "      <td>1073</td>\n",
       "      <td>1074</td>\n",
       "      <td>1075</td>\n",
       "      <td>1076</td>\n",
       "      <td>1077</td>\n",
       "      <td>1078</td>\n",
       "      <td>1079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-10</th>\n",
       "      <td>1080</td>\n",
       "      <td>1081</td>\n",
       "      <td>1082</td>\n",
       "      <td>1083</td>\n",
       "      <td>1084</td>\n",
       "      <td>1085</td>\n",
       "      <td>1086</td>\n",
       "      <td>1087</td>\n",
       "      <td>1088</td>\n",
       "      <td>1089</td>\n",
       "      <td>1090</td>\n",
       "      <td>1091</td>\n",
       "      <td>1092</td>\n",
       "      <td>1093</td>\n",
       "      <td>1094</td>\n",
       "      <td>1095</td>\n",
       "      <td>1096</td>\n",
       "      <td>1097</td>\n",
       "      <td>1098</td>\n",
       "      <td>1099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-11</th>\n",
       "      <td>1100</td>\n",
       "      <td>1101</td>\n",
       "      <td>1102</td>\n",
       "      <td>1103</td>\n",
       "      <td>1104</td>\n",
       "      <td>1105</td>\n",
       "      <td>1106</td>\n",
       "      <td>1107</td>\n",
       "      <td>1108</td>\n",
       "      <td>1109</td>\n",
       "      <td>1110</td>\n",
       "      <td>1111</td>\n",
       "      <td>1112</td>\n",
       "      <td>1113</td>\n",
       "      <td>1114</td>\n",
       "      <td>1115</td>\n",
       "      <td>1116</td>\n",
       "      <td>1117</td>\n",
       "      <td>1118</td>\n",
       "      <td>1119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-12</th>\n",
       "      <td>1120</td>\n",
       "      <td>1121</td>\n",
       "      <td>1122</td>\n",
       "      <td>1123</td>\n",
       "      <td>1124</td>\n",
       "      <td>1125</td>\n",
       "      <td>1126</td>\n",
       "      <td>1127</td>\n",
       "      <td>1128</td>\n",
       "      <td>1129</td>\n",
       "      <td>1130</td>\n",
       "      <td>1131</td>\n",
       "      <td>1132</td>\n",
       "      <td>1133</td>\n",
       "      <td>1134</td>\n",
       "      <td>1135</td>\n",
       "      <td>1136</td>\n",
       "      <td>1137</td>\n",
       "      <td>1138</td>\n",
       "      <td>1139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-13</th>\n",
       "      <td>1140</td>\n",
       "      <td>1141</td>\n",
       "      <td>1142</td>\n",
       "      <td>1143</td>\n",
       "      <td>1144</td>\n",
       "      <td>1145</td>\n",
       "      <td>1146</td>\n",
       "      <td>1147</td>\n",
       "      <td>1148</td>\n",
       "      <td>1149</td>\n",
       "      <td>1150</td>\n",
       "      <td>1151</td>\n",
       "      <td>1152</td>\n",
       "      <td>1153</td>\n",
       "      <td>1154</td>\n",
       "      <td>1155</td>\n",
       "      <td>1156</td>\n",
       "      <td>1157</td>\n",
       "      <td>1158</td>\n",
       "      <td>1159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-14</th>\n",
       "      <td>1160</td>\n",
       "      <td>1161</td>\n",
       "      <td>1162</td>\n",
       "      <td>1163</td>\n",
       "      <td>1164</td>\n",
       "      <td>1165</td>\n",
       "      <td>1166</td>\n",
       "      <td>1167</td>\n",
       "      <td>1168</td>\n",
       "      <td>1169</td>\n",
       "      <td>1170</td>\n",
       "      <td>1171</td>\n",
       "      <td>1172</td>\n",
       "      <td>1173</td>\n",
       "      <td>1174</td>\n",
       "      <td>1175</td>\n",
       "      <td>1176</td>\n",
       "      <td>1177</td>\n",
       "      <td>1178</td>\n",
       "      <td>1179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-15</th>\n",
       "      <td>1180</td>\n",
       "      <td>1181</td>\n",
       "      <td>1182</td>\n",
       "      <td>1183</td>\n",
       "      <td>1184</td>\n",
       "      <td>1185</td>\n",
       "      <td>1186</td>\n",
       "      <td>1187</td>\n",
       "      <td>1188</td>\n",
       "      <td>1189</td>\n",
       "      <td>1190</td>\n",
       "      <td>1191</td>\n",
       "      <td>1192</td>\n",
       "      <td>1193</td>\n",
       "      <td>1194</td>\n",
       "      <td>1195</td>\n",
       "      <td>1196</td>\n",
       "      <td>1197</td>\n",
       "      <td>1198</td>\n",
       "      <td>1199</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              0     1     2     3     4     5     6     7     8     9     10  \\\n",
       "2018-03-17     0     1     2     3     4     5     6     7     8     9    10   \n",
       "2018-03-18    20    21    22    23    24    25    26    27    28    29    30   \n",
       "2018-03-19    40    41    42    43    44    45    46    47    48    49    50   \n",
       "2018-03-20    60    61    62    63    64    65    66    67    68    69    70   \n",
       "2018-03-21    80    81    82    83    84    85    86    87    88    89    90   \n",
       "2018-03-22   100   101   102   103   104   105   106   107   108   109   110   \n",
       "2018-03-23   120   121   122   123   124   125   126   127   128   129   130   \n",
       "2018-03-24   140   141   142   143   144   145   146   147   148   149   150   \n",
       "2018-03-25   160   161   162   163   164   165   166   167   168   169   170   \n",
       "2018-03-26   180   181   182   183   184   185   186   187   188   189   190   \n",
       "2018-03-27   200   201   202   203   204   205   206   207   208   209   210   \n",
       "2018-03-28   220   221   222   223   224   225   226   227   228   229   230   \n",
       "2018-03-29   240   241   242   243   244   245   246   247   248   249   250   \n",
       "2018-03-30   260   261   262   263   264   265   266   267   268   269   270   \n",
       "2018-03-31   280   281   282   283   284   285   286   287   288   289   290   \n",
       "2018-04-01   300   301   302   303   304   305   306   307   308   309   310   \n",
       "2018-04-02   320   321   322   323   324   325   326   327   328   329   330   \n",
       "2018-04-03   340   341   342   343   344   345   346   347   348   349   350   \n",
       "2018-04-04   360   361   362   363   364   365   366   367   368   369   370   \n",
       "2018-04-05   380   381   382   383   384   385   386   387   388   389   390   \n",
       "2018-04-06   400   401   402   403   404   405   406   407   408   409   410   \n",
       "2018-04-07   420   421   422   423   424   425   426   427   428   429   430   \n",
       "2018-04-08   440   441   442   443   444   445   446   447   448   449   450   \n",
       "2018-04-09   460   461   462   463   464   465   466   467   468   469   470   \n",
       "2018-04-10   480   481   482   483   484   485   486   487   488   489   490   \n",
       "2018-04-11   500   501   502   503   504   505   506   507   508   509   510   \n",
       "2018-04-12   520   521   522   523   524   525   526   527   528   529   530   \n",
       "2018-04-13   540   541   542   543   544   545   546   547   548   549   550   \n",
       "2018-04-14   560   561   562   563   564   565   566   567   568   569   570   \n",
       "2018-04-15   580   581   582   583   584   585   586   587   588   589   590   \n",
       "2018-04-16   600   601   602   603   604   605   606   607   608   609   610   \n",
       "2018-04-17   620   621   622   623   624   625   626   627   628   629   630   \n",
       "2018-04-18   640   641   642   643   644   645   646   647   648   649   650   \n",
       "2018-04-19   660   661   662   663   664   665   666   667   668   669   670   \n",
       "2018-04-20   680   681   682   683   684   685   686   687   688   689   690   \n",
       "2018-04-21   700   701   702   703   704   705   706   707   708   709   710   \n",
       "2018-04-22   720   721   722   723   724   725   726   727   728   729   730   \n",
       "2018-04-23   740   741   742   743   744   745   746   747   748   749   750   \n",
       "2018-04-24   760   761   762   763   764   765   766   767   768   769   770   \n",
       "2018-04-25   780   781   782   783   784   785   786   787   788   789   790   \n",
       "2018-04-26   800   801   802   803   804   805   806   807   808   809   810   \n",
       "2018-04-27   820   821   822   823   824   825   826   827   828   829   830   \n",
       "2018-04-28   840   841   842   843   844   845   846   847   848   849   850   \n",
       "2018-04-29   860   861   862   863   864   865   866   867   868   869   870   \n",
       "2018-04-30   880   881   882   883   884   885   886   887   888   889   890   \n",
       "2018-05-01   900   901   902   903   904   905   906   907   908   909   910   \n",
       "2018-05-02   920   921   922   923   924   925   926   927   928   929   930   \n",
       "2018-05-03   940   941   942   943   944   945   946   947   948   949   950   \n",
       "2018-05-04   960   961   962   963   964   965   966   967   968   969   970   \n",
       "2018-05-05   980   981   982   983   984   985   986   987   988   989   990   \n",
       "2018-05-06  1000  1001  1002  1003  1004  1005  1006  1007  1008  1009  1010   \n",
       "2018-05-07  1020  1021  1022  1023  1024  1025  1026  1027  1028  1029  1030   \n",
       "2018-05-08  1040  1041  1042  1043  1044  1045  1046  1047  1048  1049  1050   \n",
       "2018-05-09  1060  1061  1062  1063  1064  1065  1066  1067  1068  1069  1070   \n",
       "2018-05-10  1080  1081  1082  1083  1084  1085  1086  1087  1088  1089  1090   \n",
       "2018-05-11  1100  1101  1102  1103  1104  1105  1106  1107  1108  1109  1110   \n",
       "2018-05-12  1120  1121  1122  1123  1124  1125  1126  1127  1128  1129  1130   \n",
       "2018-05-13  1140  1141  1142  1143  1144  1145  1146  1147  1148  1149  1150   \n",
       "2018-05-14  1160  1161  1162  1163  1164  1165  1166  1167  1168  1169  1170   \n",
       "2018-05-15  1180  1181  1182  1183  1184  1185  1186  1187  1188  1189  1190   \n",
       "\n",
       "              11    12    13    14    15    16    17    18    19  \n",
       "2018-03-17    11    12    13    14    15    16    17    18    19  \n",
       "2018-03-18    31    32    33    34    35    36    37    38    39  \n",
       "2018-03-19    51    52    53    54    55    56    57    58    59  \n",
       "2018-03-20    71    72    73    74    75    76    77    78    79  \n",
       "2018-03-21    91    92    93    94    95    96    97    98    99  \n",
       "2018-03-22   111   112   113   114   115   116   117   118   119  \n",
       "2018-03-23   131   132   133   134   135   136   137   138   139  \n",
       "2018-03-24   151   152   153   154   155   156   157   158   159  \n",
       "2018-03-25   171   172   173   174   175   176   177   178   179  \n",
       "2018-03-26   191   192   193   194   195   196   197   198   199  \n",
       "2018-03-27   211   212   213   214   215   216   217   218   219  \n",
       "2018-03-28   231   232   233   234   235   236   237   238   239  \n",
       "2018-03-29   251   252   253   254   255   256   257   258   259  \n",
       "2018-03-30   271   272   273   274   275   276   277   278   279  \n",
       "2018-03-31   291   292   293   294   295   296   297   298   299  \n",
       "2018-04-01   311   312   313   314   315   316   317   318   319  \n",
       "2018-04-02   331   332   333   334   335   336   337   338   339  \n",
       "2018-04-03   351   352   353   354   355   356   357   358   359  \n",
       "2018-04-04   371   372   373   374   375   376   377   378   379  \n",
       "2018-04-05   391   392   393   394   395   396   397   398   399  \n",
       "2018-04-06   411   412   413   414   415   416   417   418   419  \n",
       "2018-04-07   431   432   433   434   435   436   437   438   439  \n",
       "2018-04-08   451   452   453   454   455   456   457   458   459  \n",
       "2018-04-09   471   472   473   474   475   476   477   478   479  \n",
       "2018-04-10   491   492   493   494   495   496   497   498   499  \n",
       "2018-04-11   511   512   513   514   515   516   517   518   519  \n",
       "2018-04-12   531   532   533   534   535   536   537   538   539  \n",
       "2018-04-13   551   552   553   554   555   556   557   558   559  \n",
       "2018-04-14   571   572   573   574   575   576   577   578   579  \n",
       "2018-04-15   591   592   593   594   595   596   597   598   599  \n",
       "2018-04-16   611   612   613   614   615   616   617   618   619  \n",
       "2018-04-17   631   632   633   634   635   636   637   638   639  \n",
       "2018-04-18   651   652   653   654   655   656   657   658   659  \n",
       "2018-04-19   671   672   673   674   675   676   677   678   679  \n",
       "2018-04-20   691   692   693   694   695   696   697   698   699  \n",
       "2018-04-21   711   712   713   714   715   716   717   718   719  \n",
       "2018-04-22   731   732   733   734   735   736   737   738   739  \n",
       "2018-04-23   751   752   753   754   755   756   757   758   759  \n",
       "2018-04-24   771   772   773   774   775   776   777   778   779  \n",
       "2018-04-25   791   792   793   794   795   796   797   798   799  \n",
       "2018-04-26   811   812   813   814   815   816   817   818   819  \n",
       "2018-04-27   831   832   833   834   835   836   837   838   839  \n",
       "2018-04-28   851   852   853   854   855   856   857   858   859  \n",
       "2018-04-29   871   872   873   874   875   876   877   878   879  \n",
       "2018-04-30   891   892   893   894   895   896   897   898   899  \n",
       "2018-05-01   911   912   913   914   915   916   917   918   919  \n",
       "2018-05-02   931   932   933   934   935   936   937   938   939  \n",
       "2018-05-03   951   952   953   954   955   956   957   958   959  \n",
       "2018-05-04   971   972   973   974   975   976   977   978   979  \n",
       "2018-05-05   991   992   993   994   995   996   997   998   999  \n",
       "2018-05-06  1011  1012  1013  1014  1015  1016  1017  1018  1019  \n",
       "2018-05-07  1031  1032  1033  1034  1035  1036  1037  1038  1039  \n",
       "2018-05-08  1051  1052  1053  1054  1055  1056  1057  1058  1059  \n",
       "2018-05-09  1071  1072  1073  1074  1075  1076  1077  1078  1079  \n",
       "2018-05-10  1091  1092  1093  1094  1095  1096  1097  1098  1099  \n",
       "2018-05-11  1111  1112  1113  1114  1115  1116  1117  1118  1119  \n",
       "2018-05-12  1131  1132  1133  1134  1135  1136  1137  1138  1139  \n",
       "2018-05-13  1151  1152  1153  1154  1155  1156  1157  1158  1159  \n",
       "2018-05-14  1171  1172  1173  1174  1175  1176  1177  1178  1179  \n",
       "2018-05-15  1191  1192  1193  1194  1195  1196  1197  1198  1199  "
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     int64\n",
       "1     int64\n",
       "2     int64\n",
       "3     int64\n",
       "4     int64\n",
       "5     int64\n",
       "6     int64\n",
       "7     int64\n",
       "8     int64\n",
       "9     int64\n",
       "10    int64\n",
       "11    int64\n",
       "12    int64\n",
       "13    int64\n",
       "14    int64\n",
       "15    int64\n",
       "16    int64\n",
       "17    int64\n",
       "18    int64\n",
       "19    int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2018-03-17', '2018-03-18', '2018-03-19', '2018-03-20',\n",
       "               '2018-03-21', '2018-03-22', '2018-03-23', '2018-03-24',\n",
       "               '2018-03-25', '2018-03-26', '2018-03-27', '2018-03-28',\n",
       "               '2018-03-29', '2018-03-30', '2018-03-31', '2018-04-01',\n",
       "               '2018-04-02', '2018-04-03', '2018-04-04', '2018-04-05',\n",
       "               '2018-04-06', '2018-04-07', '2018-04-08', '2018-04-09',\n",
       "               '2018-04-10', '2018-04-11', '2018-04-12', '2018-04-13',\n",
       "               '2018-04-14', '2018-04-15', '2018-04-16', '2018-04-17',\n",
       "               '2018-04-18', '2018-04-19', '2018-04-20', '2018-04-21',\n",
       "               '2018-04-22', '2018-04-23', '2018-04-24', '2018-04-25',\n",
       "               '2018-04-26', '2018-04-27', '2018-04-28', '2018-04-29',\n",
       "               '2018-04-30', '2018-05-01', '2018-05-02', '2018-05-03',\n",
       "               '2018-05-04', '2018-05-05', '2018-05-06', '2018-05-07',\n",
       "               '2018-05-08', '2018-05-09', '2018-05-10', '2018-05-11',\n",
       "               '2018-05-12', '2018-05-13', '2018-05-14', '2018-05-15'],\n",
       "              dtype='datetime64[ns]', freq='D')"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>60.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>590.000000</td>\n",
       "      <td>591.000000</td>\n",
       "      <td>592.000000</td>\n",
       "      <td>593.000000</td>\n",
       "      <td>594.000000</td>\n",
       "      <td>595.000000</td>\n",
       "      <td>596.000000</td>\n",
       "      <td>597.000000</td>\n",
       "      <td>598.000000</td>\n",
       "      <td>599.000000</td>\n",
       "      <td>600.000000</td>\n",
       "      <td>601.000000</td>\n",
       "      <td>602.000000</td>\n",
       "      <td>603.000000</td>\n",
       "      <td>604.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>606.000000</td>\n",
       "      <td>607.000000</td>\n",
       "      <td>608.000000</td>\n",
       "      <td>609.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "      <td>349.284984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>19.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>295.000000</td>\n",
       "      <td>296.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>298.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>300.000000</td>\n",
       "      <td>301.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>303.000000</td>\n",
       "      <td>304.000000</td>\n",
       "      <td>305.000000</td>\n",
       "      <td>306.000000</td>\n",
       "      <td>307.000000</td>\n",
       "      <td>308.000000</td>\n",
       "      <td>309.000000</td>\n",
       "      <td>310.000000</td>\n",
       "      <td>311.000000</td>\n",
       "      <td>312.000000</td>\n",
       "      <td>313.000000</td>\n",
       "      <td>314.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>590.000000</td>\n",
       "      <td>591.000000</td>\n",
       "      <td>592.000000</td>\n",
       "      <td>593.000000</td>\n",
       "      <td>594.000000</td>\n",
       "      <td>595.000000</td>\n",
       "      <td>596.000000</td>\n",
       "      <td>597.000000</td>\n",
       "      <td>598.000000</td>\n",
       "      <td>599.000000</td>\n",
       "      <td>600.000000</td>\n",
       "      <td>601.000000</td>\n",
       "      <td>602.000000</td>\n",
       "      <td>603.000000</td>\n",
       "      <td>604.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>606.000000</td>\n",
       "      <td>607.000000</td>\n",
       "      <td>608.000000</td>\n",
       "      <td>609.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>885.000000</td>\n",
       "      <td>886.000000</td>\n",
       "      <td>887.000000</td>\n",
       "      <td>888.000000</td>\n",
       "      <td>889.000000</td>\n",
       "      <td>890.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>892.000000</td>\n",
       "      <td>893.000000</td>\n",
       "      <td>894.000000</td>\n",
       "      <td>895.000000</td>\n",
       "      <td>896.000000</td>\n",
       "      <td>897.000000</td>\n",
       "      <td>898.000000</td>\n",
       "      <td>899.000000</td>\n",
       "      <td>900.000000</td>\n",
       "      <td>901.000000</td>\n",
       "      <td>902.000000</td>\n",
       "      <td>903.000000</td>\n",
       "      <td>904.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1180.000000</td>\n",
       "      <td>1181.000000</td>\n",
       "      <td>1182.000000</td>\n",
       "      <td>1183.000000</td>\n",
       "      <td>1184.000000</td>\n",
       "      <td>1185.000000</td>\n",
       "      <td>1186.000000</td>\n",
       "      <td>1187.000000</td>\n",
       "      <td>1188.000000</td>\n",
       "      <td>1189.000000</td>\n",
       "      <td>1190.000000</td>\n",
       "      <td>1191.000000</td>\n",
       "      <td>1192.000000</td>\n",
       "      <td>1193.000000</td>\n",
       "      <td>1194.000000</td>\n",
       "      <td>1195.000000</td>\n",
       "      <td>1196.000000</td>\n",
       "      <td>1197.000000</td>\n",
       "      <td>1198.000000</td>\n",
       "      <td>1199.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                0            1            2            3            4   \\\n",
       "count    60.000000    60.000000    60.000000    60.000000    60.000000   \n",
       "mean    590.000000   591.000000   592.000000   593.000000   594.000000   \n",
       "std     349.284984   349.284984   349.284984   349.284984   349.284984   \n",
       "min       0.000000     1.000000     2.000000     3.000000     4.000000   \n",
       "25%     295.000000   296.000000   297.000000   298.000000   299.000000   \n",
       "50%     590.000000   591.000000   592.000000   593.000000   594.000000   \n",
       "75%     885.000000   886.000000   887.000000   888.000000   889.000000   \n",
       "max    1180.000000  1181.000000  1182.000000  1183.000000  1184.000000   \n",
       "\n",
       "                5            6            7            8            9   \\\n",
       "count    60.000000    60.000000    60.000000    60.000000    60.000000   \n",
       "mean    595.000000   596.000000   597.000000   598.000000   599.000000   \n",
       "std     349.284984   349.284984   349.284984   349.284984   349.284984   \n",
       "min       5.000000     6.000000     7.000000     8.000000     9.000000   \n",
       "25%     300.000000   301.000000   302.000000   303.000000   304.000000   \n",
       "50%     595.000000   596.000000   597.000000   598.000000   599.000000   \n",
       "75%     890.000000   891.000000   892.000000   893.000000   894.000000   \n",
       "max    1185.000000  1186.000000  1187.000000  1188.000000  1189.000000   \n",
       "\n",
       "                10           11           12           13           14  \\\n",
       "count    60.000000    60.000000    60.000000    60.000000    60.000000   \n",
       "mean    600.000000   601.000000   602.000000   603.000000   604.000000   \n",
       "std     349.284984   349.284984   349.284984   349.284984   349.284984   \n",
       "min      10.000000    11.000000    12.000000    13.000000    14.000000   \n",
       "25%     305.000000   306.000000   307.000000   308.000000   309.000000   \n",
       "50%     600.000000   601.000000   602.000000   603.000000   604.000000   \n",
       "75%     895.000000   896.000000   897.000000   898.000000   899.000000   \n",
       "max    1190.000000  1191.000000  1192.000000  1193.000000  1194.000000   \n",
       "\n",
       "                15           16           17           18           19  \n",
       "count    60.000000    60.000000    60.000000    60.000000    60.000000  \n",
       "mean    605.000000   606.000000   607.000000   608.000000   609.000000  \n",
       "std     349.284984   349.284984   349.284984   349.284984   349.284984  \n",
       "min      15.000000    16.000000    17.000000    18.000000    19.000000  \n",
       "25%     310.000000   311.000000   312.000000   313.000000   314.000000  \n",
       "50%     605.000000   606.000000   607.000000   608.000000   609.000000  \n",
       "75%     900.000000   901.000000   902.000000   903.000000   904.000000  \n",
       "max    1195.000000  1196.000000  1197.000000  1198.000000  1199.000000  "
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2018-03-17 00:00:00</th>\n",
       "      <th>2018-03-18 00:00:00</th>\n",
       "      <th>2018-03-19 00:00:00</th>\n",
       "      <th>2018-03-20 00:00:00</th>\n",
       "      <th>2018-03-21 00:00:00</th>\n",
       "      <th>2018-03-22 00:00:00</th>\n",
       "      <th>2018-03-23 00:00:00</th>\n",
       "      <th>2018-03-24 00:00:00</th>\n",
       "      <th>2018-03-25 00:00:00</th>\n",
       "      <th>2018-03-26 00:00:00</th>\n",
       "      <th>...</th>\n",
       "      <th>2018-05-06 00:00:00</th>\n",
       "      <th>2018-05-07 00:00:00</th>\n",
       "      <th>2018-05-08 00:00:00</th>\n",
       "      <th>2018-05-09 00:00:00</th>\n",
       "      <th>2018-05-10 00:00:00</th>\n",
       "      <th>2018-05-11 00:00:00</th>\n",
       "      <th>2018-05-12 00:00:00</th>\n",
       "      <th>2018-05-13 00:00:00</th>\n",
       "      <th>2018-05-14 00:00:00</th>\n",
       "      <th>2018-05-15 00:00:00</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "      <td>60</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>120</td>\n",
       "      <td>140</td>\n",
       "      <td>160</td>\n",
       "      <td>180</td>\n",
       "      <td>...</td>\n",
       "      <td>1000</td>\n",
       "      <td>1020</td>\n",
       "      <td>1040</td>\n",
       "      <td>1060</td>\n",
       "      <td>1080</td>\n",
       "      <td>1100</td>\n",
       "      <td>1120</td>\n",
       "      <td>1140</td>\n",
       "      <td>1160</td>\n",
       "      <td>1180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>41</td>\n",
       "      <td>61</td>\n",
       "      <td>81</td>\n",
       "      <td>101</td>\n",
       "      <td>121</td>\n",
       "      <td>141</td>\n",
       "      <td>161</td>\n",
       "      <td>181</td>\n",
       "      <td>...</td>\n",
       "      <td>1001</td>\n",
       "      <td>1021</td>\n",
       "      <td>1041</td>\n",
       "      <td>1061</td>\n",
       "      <td>1081</td>\n",
       "      <td>1101</td>\n",
       "      <td>1121</td>\n",
       "      <td>1141</td>\n",
       "      <td>1161</td>\n",
       "      <td>1181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>22</td>\n",
       "      <td>42</td>\n",
       "      <td>62</td>\n",
       "      <td>82</td>\n",
       "      <td>102</td>\n",
       "      <td>122</td>\n",
       "      <td>142</td>\n",
       "      <td>162</td>\n",
       "      <td>182</td>\n",
       "      <td>...</td>\n",
       "      <td>1002</td>\n",
       "      <td>1022</td>\n",
       "      <td>1042</td>\n",
       "      <td>1062</td>\n",
       "      <td>1082</td>\n",
       "      <td>1102</td>\n",
       "      <td>1122</td>\n",
       "      <td>1142</td>\n",
       "      <td>1162</td>\n",
       "      <td>1182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>43</td>\n",
       "      <td>63</td>\n",
       "      <td>83</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>143</td>\n",
       "      <td>163</td>\n",
       "      <td>183</td>\n",
       "      <td>...</td>\n",
       "      <td>1003</td>\n",
       "      <td>1023</td>\n",
       "      <td>1043</td>\n",
       "      <td>1063</td>\n",
       "      <td>1083</td>\n",
       "      <td>1103</td>\n",
       "      <td>1123</td>\n",
       "      <td>1143</td>\n",
       "      <td>1163</td>\n",
       "      <td>1183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>44</td>\n",
       "      <td>64</td>\n",
       "      <td>84</td>\n",
       "      <td>104</td>\n",
       "      <td>124</td>\n",
       "      <td>144</td>\n",
       "      <td>164</td>\n",
       "      <td>184</td>\n",
       "      <td>...</td>\n",
       "      <td>1004</td>\n",
       "      <td>1024</td>\n",
       "      <td>1044</td>\n",
       "      <td>1064</td>\n",
       "      <td>1084</td>\n",
       "      <td>1104</td>\n",
       "      <td>1124</td>\n",
       "      <td>1144</td>\n",
       "      <td>1164</td>\n",
       "      <td>1184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>45</td>\n",
       "      <td>65</td>\n",
       "      <td>85</td>\n",
       "      <td>105</td>\n",
       "      <td>125</td>\n",
       "      <td>145</td>\n",
       "      <td>165</td>\n",
       "      <td>185</td>\n",
       "      <td>...</td>\n",
       "      <td>1005</td>\n",
       "      <td>1025</td>\n",
       "      <td>1045</td>\n",
       "      <td>1065</td>\n",
       "      <td>1085</td>\n",
       "      <td>1105</td>\n",
       "      <td>1125</td>\n",
       "      <td>1145</td>\n",
       "      <td>1165</td>\n",
       "      <td>1185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>46</td>\n",
       "      <td>66</td>\n",
       "      <td>86</td>\n",
       "      <td>106</td>\n",
       "      <td>126</td>\n",
       "      <td>146</td>\n",
       "      <td>166</td>\n",
       "      <td>186</td>\n",
       "      <td>...</td>\n",
       "      <td>1006</td>\n",
       "      <td>1026</td>\n",
       "      <td>1046</td>\n",
       "      <td>1066</td>\n",
       "      <td>1086</td>\n",
       "      <td>1106</td>\n",
       "      <td>1126</td>\n",
       "      <td>1146</td>\n",
       "      <td>1166</td>\n",
       "      <td>1186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>27</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>87</td>\n",
       "      <td>107</td>\n",
       "      <td>127</td>\n",
       "      <td>147</td>\n",
       "      <td>167</td>\n",
       "      <td>187</td>\n",
       "      <td>...</td>\n",
       "      <td>1007</td>\n",
       "      <td>1027</td>\n",
       "      <td>1047</td>\n",
       "      <td>1067</td>\n",
       "      <td>1087</td>\n",
       "      <td>1107</td>\n",
       "      <td>1127</td>\n",
       "      <td>1147</td>\n",
       "      <td>1167</td>\n",
       "      <td>1187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>48</td>\n",
       "      <td>68</td>\n",
       "      <td>88</td>\n",
       "      <td>108</td>\n",
       "      <td>128</td>\n",
       "      <td>148</td>\n",
       "      <td>168</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1008</td>\n",
       "      <td>1028</td>\n",
       "      <td>1048</td>\n",
       "      <td>1068</td>\n",
       "      <td>1088</td>\n",
       "      <td>1108</td>\n",
       "      <td>1128</td>\n",
       "      <td>1148</td>\n",
       "      <td>1168</td>\n",
       "      <td>1188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>29</td>\n",
       "      <td>49</td>\n",
       "      <td>69</td>\n",
       "      <td>89</td>\n",
       "      <td>109</td>\n",
       "      <td>129</td>\n",
       "      <td>149</td>\n",
       "      <td>169</td>\n",
       "      <td>189</td>\n",
       "      <td>...</td>\n",
       "      <td>1009</td>\n",
       "      <td>1029</td>\n",
       "      <td>1049</td>\n",
       "      <td>1069</td>\n",
       "      <td>1089</td>\n",
       "      <td>1109</td>\n",
       "      <td>1129</td>\n",
       "      <td>1149</td>\n",
       "      <td>1169</td>\n",
       "      <td>1189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>30</td>\n",
       "      <td>50</td>\n",
       "      <td>70</td>\n",
       "      <td>90</td>\n",
       "      <td>110</td>\n",
       "      <td>130</td>\n",
       "      <td>150</td>\n",
       "      <td>170</td>\n",
       "      <td>190</td>\n",
       "      <td>...</td>\n",
       "      <td>1010</td>\n",
       "      <td>1030</td>\n",
       "      <td>1050</td>\n",
       "      <td>1070</td>\n",
       "      <td>1090</td>\n",
       "      <td>1110</td>\n",
       "      <td>1130</td>\n",
       "      <td>1150</td>\n",
       "      <td>1170</td>\n",
       "      <td>1190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>31</td>\n",
       "      <td>51</td>\n",
       "      <td>71</td>\n",
       "      <td>91</td>\n",
       "      <td>111</td>\n",
       "      <td>131</td>\n",
       "      <td>151</td>\n",
       "      <td>171</td>\n",
       "      <td>191</td>\n",
       "      <td>...</td>\n",
       "      <td>1011</td>\n",
       "      <td>1031</td>\n",
       "      <td>1051</td>\n",
       "      <td>1071</td>\n",
       "      <td>1091</td>\n",
       "      <td>1111</td>\n",
       "      <td>1131</td>\n",
       "      <td>1151</td>\n",
       "      <td>1171</td>\n",
       "      <td>1191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>32</td>\n",
       "      <td>52</td>\n",
       "      <td>72</td>\n",
       "      <td>92</td>\n",
       "      <td>112</td>\n",
       "      <td>132</td>\n",
       "      <td>152</td>\n",
       "      <td>172</td>\n",
       "      <td>192</td>\n",
       "      <td>...</td>\n",
       "      <td>1012</td>\n",
       "      <td>1032</td>\n",
       "      <td>1052</td>\n",
       "      <td>1072</td>\n",
       "      <td>1092</td>\n",
       "      <td>1112</td>\n",
       "      <td>1132</td>\n",
       "      <td>1152</td>\n",
       "      <td>1172</td>\n",
       "      <td>1192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>53</td>\n",
       "      <td>73</td>\n",
       "      <td>93</td>\n",
       "      <td>113</td>\n",
       "      <td>133</td>\n",
       "      <td>153</td>\n",
       "      <td>173</td>\n",
       "      <td>193</td>\n",
       "      <td>...</td>\n",
       "      <td>1013</td>\n",
       "      <td>1033</td>\n",
       "      <td>1053</td>\n",
       "      <td>1073</td>\n",
       "      <td>1093</td>\n",
       "      <td>1113</td>\n",
       "      <td>1133</td>\n",
       "      <td>1153</td>\n",
       "      <td>1173</td>\n",
       "      <td>1193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>34</td>\n",
       "      <td>54</td>\n",
       "      <td>74</td>\n",
       "      <td>94</td>\n",
       "      <td>114</td>\n",
       "      <td>134</td>\n",
       "      <td>154</td>\n",
       "      <td>174</td>\n",
       "      <td>194</td>\n",
       "      <td>...</td>\n",
       "      <td>1014</td>\n",
       "      <td>1034</td>\n",
       "      <td>1054</td>\n",
       "      <td>1074</td>\n",
       "      <td>1094</td>\n",
       "      <td>1114</td>\n",
       "      <td>1134</td>\n",
       "      <td>1154</td>\n",
       "      <td>1174</td>\n",
       "      <td>1194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>95</td>\n",
       "      <td>115</td>\n",
       "      <td>135</td>\n",
       "      <td>155</td>\n",
       "      <td>175</td>\n",
       "      <td>195</td>\n",
       "      <td>...</td>\n",
       "      <td>1015</td>\n",
       "      <td>1035</td>\n",
       "      <td>1055</td>\n",
       "      <td>1075</td>\n",
       "      <td>1095</td>\n",
       "      <td>1115</td>\n",
       "      <td>1135</td>\n",
       "      <td>1155</td>\n",
       "      <td>1175</td>\n",
       "      <td>1195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>36</td>\n",
       "      <td>56</td>\n",
       "      <td>76</td>\n",
       "      <td>96</td>\n",
       "      <td>116</td>\n",
       "      <td>136</td>\n",
       "      <td>156</td>\n",
       "      <td>176</td>\n",
       "      <td>196</td>\n",
       "      <td>...</td>\n",
       "      <td>1016</td>\n",
       "      <td>1036</td>\n",
       "      <td>1056</td>\n",
       "      <td>1076</td>\n",
       "      <td>1096</td>\n",
       "      <td>1116</td>\n",
       "      <td>1136</td>\n",
       "      <td>1156</td>\n",
       "      <td>1176</td>\n",
       "      <td>1196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>37</td>\n",
       "      <td>57</td>\n",
       "      <td>77</td>\n",
       "      <td>97</td>\n",
       "      <td>117</td>\n",
       "      <td>137</td>\n",
       "      <td>157</td>\n",
       "      <td>177</td>\n",
       "      <td>197</td>\n",
       "      <td>...</td>\n",
       "      <td>1017</td>\n",
       "      <td>1037</td>\n",
       "      <td>1057</td>\n",
       "      <td>1077</td>\n",
       "      <td>1097</td>\n",
       "      <td>1117</td>\n",
       "      <td>1137</td>\n",
       "      <td>1157</td>\n",
       "      <td>1177</td>\n",
       "      <td>1197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>38</td>\n",
       "      <td>58</td>\n",
       "      <td>78</td>\n",
       "      <td>98</td>\n",
       "      <td>118</td>\n",
       "      <td>138</td>\n",
       "      <td>158</td>\n",
       "      <td>178</td>\n",
       "      <td>198</td>\n",
       "      <td>...</td>\n",
       "      <td>1018</td>\n",
       "      <td>1038</td>\n",
       "      <td>1058</td>\n",
       "      <td>1078</td>\n",
       "      <td>1098</td>\n",
       "      <td>1118</td>\n",
       "      <td>1138</td>\n",
       "      <td>1158</td>\n",
       "      <td>1178</td>\n",
       "      <td>1198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>39</td>\n",
       "      <td>59</td>\n",
       "      <td>79</td>\n",
       "      <td>99</td>\n",
       "      <td>119</td>\n",
       "      <td>139</td>\n",
       "      <td>159</td>\n",
       "      <td>179</td>\n",
       "      <td>199</td>\n",
       "      <td>...</td>\n",
       "      <td>1019</td>\n",
       "      <td>1039</td>\n",
       "      <td>1059</td>\n",
       "      <td>1079</td>\n",
       "      <td>1099</td>\n",
       "      <td>1119</td>\n",
       "      <td>1139</td>\n",
       "      <td>1159</td>\n",
       "      <td>1179</td>\n",
       "      <td>1199</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    2018-03-17  2018-03-18  2018-03-19  2018-03-20  2018-03-21  2018-03-22  \\\n",
       "0            0          20          40          60          80         100   \n",
       "1            1          21          41          61          81         101   \n",
       "2            2          22          42          62          82         102   \n",
       "3            3          23          43          63          83         103   \n",
       "4            4          24          44          64          84         104   \n",
       "5            5          25          45          65          85         105   \n",
       "6            6          26          46          66          86         106   \n",
       "7            7          27          47          67          87         107   \n",
       "8            8          28          48          68          88         108   \n",
       "9            9          29          49          69          89         109   \n",
       "10          10          30          50          70          90         110   \n",
       "11          11          31          51          71          91         111   \n",
       "12          12          32          52          72          92         112   \n",
       "13          13          33          53          73          93         113   \n",
       "14          14          34          54          74          94         114   \n",
       "15          15          35          55          75          95         115   \n",
       "16          16          36          56          76          96         116   \n",
       "17          17          37          57          77          97         117   \n",
       "18          18          38          58          78          98         118   \n",
       "19          19          39          59          79          99         119   \n",
       "\n",
       "    2018-03-23  2018-03-24  2018-03-25  2018-03-26     ...      2018-05-06  \\\n",
       "0          120         140         160         180     ...            1000   \n",
       "1          121         141         161         181     ...            1001   \n",
       "2          122         142         162         182     ...            1002   \n",
       "3          123         143         163         183     ...            1003   \n",
       "4          124         144         164         184     ...            1004   \n",
       "5          125         145         165         185     ...            1005   \n",
       "6          126         146         166         186     ...            1006   \n",
       "7          127         147         167         187     ...            1007   \n",
       "8          128         148         168         188     ...            1008   \n",
       "9          129         149         169         189     ...            1009   \n",
       "10         130         150         170         190     ...            1010   \n",
       "11         131         151         171         191     ...            1011   \n",
       "12         132         152         172         192     ...            1012   \n",
       "13         133         153         173         193     ...            1013   \n",
       "14         134         154         174         194     ...            1014   \n",
       "15         135         155         175         195     ...            1015   \n",
       "16         136         156         176         196     ...            1016   \n",
       "17         137         157         177         197     ...            1017   \n",
       "18         138         158         178         198     ...            1018   \n",
       "19         139         159         179         199     ...            1019   \n",
       "\n",
       "    2018-05-07  2018-05-08  2018-05-09  2018-05-10  2018-05-11  2018-05-12  \\\n",
       "0         1020        1040        1060        1080        1100        1120   \n",
       "1         1021        1041        1061        1081        1101        1121   \n",
       "2         1022        1042        1062        1082        1102        1122   \n",
       "3         1023        1043        1063        1083        1103        1123   \n",
       "4         1024        1044        1064        1084        1104        1124   \n",
       "5         1025        1045        1065        1085        1105        1125   \n",
       "6         1026        1046        1066        1086        1106        1126   \n",
       "7         1027        1047        1067        1087        1107        1127   \n",
       "8         1028        1048        1068        1088        1108        1128   \n",
       "9         1029        1049        1069        1089        1109        1129   \n",
       "10        1030        1050        1070        1090        1110        1130   \n",
       "11        1031        1051        1071        1091        1111        1131   \n",
       "12        1032        1052        1072        1092        1112        1132   \n",
       "13        1033        1053        1073        1093        1113        1133   \n",
       "14        1034        1054        1074        1094        1114        1134   \n",
       "15        1035        1055        1075        1095        1115        1135   \n",
       "16        1036        1056        1076        1096        1116        1136   \n",
       "17        1037        1057        1077        1097        1117        1137   \n",
       "18        1038        1058        1078        1098        1118        1138   \n",
       "19        1039        1059        1079        1099        1119        1139   \n",
       "\n",
       "    2018-05-13  2018-05-14  2018-05-15  \n",
       "0         1140        1160        1180  \n",
       "1         1141        1161        1181  \n",
       "2         1142        1162        1182  \n",
       "3         1143        1163        1183  \n",
       "4         1144        1164        1184  \n",
       "5         1145        1165        1185  \n",
       "6         1146        1166        1186  \n",
       "7         1147        1167        1187  \n",
       "8         1148        1168        1188  \n",
       "9         1149        1169        1189  \n",
       "10        1150        1170        1190  \n",
       "11        1151        1171        1191  \n",
       "12        1152        1172        1192  \n",
       "13        1153        1173        1193  \n",
       "14        1154        1174        1194  \n",
       "15        1155        1175        1195  \n",
       "16        1156        1176        1196  \n",
       "17        1157        1177        1197  \n",
       "18        1158        1178        1198  \n",
       "19        1159        1179        1199  \n",
       "\n",
       "[20 rows x 60 columns]"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-05-15</th>\n",
       "      <td>1180</td>\n",
       "      <td>1181</td>\n",
       "      <td>1182</td>\n",
       "      <td>1183</td>\n",
       "      <td>1184</td>\n",
       "      <td>1185</td>\n",
       "      <td>1186</td>\n",
       "      <td>1187</td>\n",
       "      <td>1188</td>\n",
       "      <td>1189</td>\n",
       "      <td>1190</td>\n",
       "      <td>1191</td>\n",
       "      <td>1192</td>\n",
       "      <td>1193</td>\n",
       "      <td>1194</td>\n",
       "      <td>1195</td>\n",
       "      <td>1196</td>\n",
       "      <td>1197</td>\n",
       "      <td>1198</td>\n",
       "      <td>1199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-14</th>\n",
       "      <td>1160</td>\n",
       "      <td>1161</td>\n",
       "      <td>1162</td>\n",
       "      <td>1163</td>\n",
       "      <td>1164</td>\n",
       "      <td>1165</td>\n",
       "      <td>1166</td>\n",
       "      <td>1167</td>\n",
       "      <td>1168</td>\n",
       "      <td>1169</td>\n",
       "      <td>1170</td>\n",
       "      <td>1171</td>\n",
       "      <td>1172</td>\n",
       "      <td>1173</td>\n",
       "      <td>1174</td>\n",
       "      <td>1175</td>\n",
       "      <td>1176</td>\n",
       "      <td>1177</td>\n",
       "      <td>1178</td>\n",
       "      <td>1179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-13</th>\n",
       "      <td>1140</td>\n",
       "      <td>1141</td>\n",
       "      <td>1142</td>\n",
       "      <td>1143</td>\n",
       "      <td>1144</td>\n",
       "      <td>1145</td>\n",
       "      <td>1146</td>\n",
       "      <td>1147</td>\n",
       "      <td>1148</td>\n",
       "      <td>1149</td>\n",
       "      <td>1150</td>\n",
       "      <td>1151</td>\n",
       "      <td>1152</td>\n",
       "      <td>1153</td>\n",
       "      <td>1154</td>\n",
       "      <td>1155</td>\n",
       "      <td>1156</td>\n",
       "      <td>1157</td>\n",
       "      <td>1158</td>\n",
       "      <td>1159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-12</th>\n",
       "      <td>1120</td>\n",
       "      <td>1121</td>\n",
       "      <td>1122</td>\n",
       "      <td>1123</td>\n",
       "      <td>1124</td>\n",
       "      <td>1125</td>\n",
       "      <td>1126</td>\n",
       "      <td>1127</td>\n",
       "      <td>1128</td>\n",
       "      <td>1129</td>\n",
       "      <td>1130</td>\n",
       "      <td>1131</td>\n",
       "      <td>1132</td>\n",
       "      <td>1133</td>\n",
       "      <td>1134</td>\n",
       "      <td>1135</td>\n",
       "      <td>1136</td>\n",
       "      <td>1137</td>\n",
       "      <td>1138</td>\n",
       "      <td>1139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-11</th>\n",
       "      <td>1100</td>\n",
       "      <td>1101</td>\n",
       "      <td>1102</td>\n",
       "      <td>1103</td>\n",
       "      <td>1104</td>\n",
       "      <td>1105</td>\n",
       "      <td>1106</td>\n",
       "      <td>1107</td>\n",
       "      <td>1108</td>\n",
       "      <td>1109</td>\n",
       "      <td>1110</td>\n",
       "      <td>1111</td>\n",
       "      <td>1112</td>\n",
       "      <td>1113</td>\n",
       "      <td>1114</td>\n",
       "      <td>1115</td>\n",
       "      <td>1116</td>\n",
       "      <td>1117</td>\n",
       "      <td>1118</td>\n",
       "      <td>1119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-10</th>\n",
       "      <td>1080</td>\n",
       "      <td>1081</td>\n",
       "      <td>1082</td>\n",
       "      <td>1083</td>\n",
       "      <td>1084</td>\n",
       "      <td>1085</td>\n",
       "      <td>1086</td>\n",
       "      <td>1087</td>\n",
       "      <td>1088</td>\n",
       "      <td>1089</td>\n",
       "      <td>1090</td>\n",
       "      <td>1091</td>\n",
       "      <td>1092</td>\n",
       "      <td>1093</td>\n",
       "      <td>1094</td>\n",
       "      <td>1095</td>\n",
       "      <td>1096</td>\n",
       "      <td>1097</td>\n",
       "      <td>1098</td>\n",
       "      <td>1099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-09</th>\n",
       "      <td>1060</td>\n",
       "      <td>1061</td>\n",
       "      <td>1062</td>\n",
       "      <td>1063</td>\n",
       "      <td>1064</td>\n",
       "      <td>1065</td>\n",
       "      <td>1066</td>\n",
       "      <td>1067</td>\n",
       "      <td>1068</td>\n",
       "      <td>1069</td>\n",
       "      <td>1070</td>\n",
       "      <td>1071</td>\n",
       "      <td>1072</td>\n",
       "      <td>1073</td>\n",
       "      <td>1074</td>\n",
       "      <td>1075</td>\n",
       "      <td>1076</td>\n",
       "      <td>1077</td>\n",
       "      <td>1078</td>\n",
       "      <td>1079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-08</th>\n",
       "      <td>1040</td>\n",
       "      <td>1041</td>\n",
       "      <td>1042</td>\n",
       "      <td>1043</td>\n",
       "      <td>1044</td>\n",
       "      <td>1045</td>\n",
       "      <td>1046</td>\n",
       "      <td>1047</td>\n",
       "      <td>1048</td>\n",
       "      <td>1049</td>\n",
       "      <td>1050</td>\n",
       "      <td>1051</td>\n",
       "      <td>1052</td>\n",
       "      <td>1053</td>\n",
       "      <td>1054</td>\n",
       "      <td>1055</td>\n",
       "      <td>1056</td>\n",
       "      <td>1057</td>\n",
       "      <td>1058</td>\n",
       "      <td>1059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-07</th>\n",
       "      <td>1020</td>\n",
       "      <td>1021</td>\n",
       "      <td>1022</td>\n",
       "      <td>1023</td>\n",
       "      <td>1024</td>\n",
       "      <td>1025</td>\n",
       "      <td>1026</td>\n",
       "      <td>1027</td>\n",
       "      <td>1028</td>\n",
       "      <td>1029</td>\n",
       "      <td>1030</td>\n",
       "      <td>1031</td>\n",
       "      <td>1032</td>\n",
       "      <td>1033</td>\n",
       "      <td>1034</td>\n",
       "      <td>1035</td>\n",
       "      <td>1036</td>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-06</th>\n",
       "      <td>1000</td>\n",
       "      <td>1001</td>\n",
       "      <td>1002</td>\n",
       "      <td>1003</td>\n",
       "      <td>1004</td>\n",
       "      <td>1005</td>\n",
       "      <td>1006</td>\n",
       "      <td>1007</td>\n",
       "      <td>1008</td>\n",
       "      <td>1009</td>\n",
       "      <td>1010</td>\n",
       "      <td>1011</td>\n",
       "      <td>1012</td>\n",
       "      <td>1013</td>\n",
       "      <td>1014</td>\n",
       "      <td>1015</td>\n",
       "      <td>1016</td>\n",
       "      <td>1017</td>\n",
       "      <td>1018</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-05</th>\n",
       "      <td>980</td>\n",
       "      <td>981</td>\n",
       "      <td>982</td>\n",
       "      <td>983</td>\n",
       "      <td>984</td>\n",
       "      <td>985</td>\n",
       "      <td>986</td>\n",
       "      <td>987</td>\n",
       "      <td>988</td>\n",
       "      <td>989</td>\n",
       "      <td>990</td>\n",
       "      <td>991</td>\n",
       "      <td>992</td>\n",
       "      <td>993</td>\n",
       "      <td>994</td>\n",
       "      <td>995</td>\n",
       "      <td>996</td>\n",
       "      <td>997</td>\n",
       "      <td>998</td>\n",
       "      <td>999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-04</th>\n",
       "      <td>960</td>\n",
       "      <td>961</td>\n",
       "      <td>962</td>\n",
       "      <td>963</td>\n",
       "      <td>964</td>\n",
       "      <td>965</td>\n",
       "      <td>966</td>\n",
       "      <td>967</td>\n",
       "      <td>968</td>\n",
       "      <td>969</td>\n",
       "      <td>970</td>\n",
       "      <td>971</td>\n",
       "      <td>972</td>\n",
       "      <td>973</td>\n",
       "      <td>974</td>\n",
       "      <td>975</td>\n",
       "      <td>976</td>\n",
       "      <td>977</td>\n",
       "      <td>978</td>\n",
       "      <td>979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-03</th>\n",
       "      <td>940</td>\n",
       "      <td>941</td>\n",
       "      <td>942</td>\n",
       "      <td>943</td>\n",
       "      <td>944</td>\n",
       "      <td>945</td>\n",
       "      <td>946</td>\n",
       "      <td>947</td>\n",
       "      <td>948</td>\n",
       "      <td>949</td>\n",
       "      <td>950</td>\n",
       "      <td>951</td>\n",
       "      <td>952</td>\n",
       "      <td>953</td>\n",
       "      <td>954</td>\n",
       "      <td>955</td>\n",
       "      <td>956</td>\n",
       "      <td>957</td>\n",
       "      <td>958</td>\n",
       "      <td>959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-02</th>\n",
       "      <td>920</td>\n",
       "      <td>921</td>\n",
       "      <td>922</td>\n",
       "      <td>923</td>\n",
       "      <td>924</td>\n",
       "      <td>925</td>\n",
       "      <td>926</td>\n",
       "      <td>927</td>\n",
       "      <td>928</td>\n",
       "      <td>929</td>\n",
       "      <td>930</td>\n",
       "      <td>931</td>\n",
       "      <td>932</td>\n",
       "      <td>933</td>\n",
       "      <td>934</td>\n",
       "      <td>935</td>\n",
       "      <td>936</td>\n",
       "      <td>937</td>\n",
       "      <td>938</td>\n",
       "      <td>939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-01</th>\n",
       "      <td>900</td>\n",
       "      <td>901</td>\n",
       "      <td>902</td>\n",
       "      <td>903</td>\n",
       "      <td>904</td>\n",
       "      <td>905</td>\n",
       "      <td>906</td>\n",
       "      <td>907</td>\n",
       "      <td>908</td>\n",
       "      <td>909</td>\n",
       "      <td>910</td>\n",
       "      <td>911</td>\n",
       "      <td>912</td>\n",
       "      <td>913</td>\n",
       "      <td>914</td>\n",
       "      <td>915</td>\n",
       "      <td>916</td>\n",
       "      <td>917</td>\n",
       "      <td>918</td>\n",
       "      <td>919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-30</th>\n",
       "      <td>880</td>\n",
       "      <td>881</td>\n",
       "      <td>882</td>\n",
       "      <td>883</td>\n",
       "      <td>884</td>\n",
       "      <td>885</td>\n",
       "      <td>886</td>\n",
       "      <td>887</td>\n",
       "      <td>888</td>\n",
       "      <td>889</td>\n",
       "      <td>890</td>\n",
       "      <td>891</td>\n",
       "      <td>892</td>\n",
       "      <td>893</td>\n",
       "      <td>894</td>\n",
       "      <td>895</td>\n",
       "      <td>896</td>\n",
       "      <td>897</td>\n",
       "      <td>898</td>\n",
       "      <td>899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-29</th>\n",
       "      <td>860</td>\n",
       "      <td>861</td>\n",
       "      <td>862</td>\n",
       "      <td>863</td>\n",
       "      <td>864</td>\n",
       "      <td>865</td>\n",
       "      <td>866</td>\n",
       "      <td>867</td>\n",
       "      <td>868</td>\n",
       "      <td>869</td>\n",
       "      <td>870</td>\n",
       "      <td>871</td>\n",
       "      <td>872</td>\n",
       "      <td>873</td>\n",
       "      <td>874</td>\n",
       "      <td>875</td>\n",
       "      <td>876</td>\n",
       "      <td>877</td>\n",
       "      <td>878</td>\n",
       "      <td>879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-28</th>\n",
       "      <td>840</td>\n",
       "      <td>841</td>\n",
       "      <td>842</td>\n",
       "      <td>843</td>\n",
       "      <td>844</td>\n",
       "      <td>845</td>\n",
       "      <td>846</td>\n",
       "      <td>847</td>\n",
       "      <td>848</td>\n",
       "      <td>849</td>\n",
       "      <td>850</td>\n",
       "      <td>851</td>\n",
       "      <td>852</td>\n",
       "      <td>853</td>\n",
       "      <td>854</td>\n",
       "      <td>855</td>\n",
       "      <td>856</td>\n",
       "      <td>857</td>\n",
       "      <td>858</td>\n",
       "      <td>859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-27</th>\n",
       "      <td>820</td>\n",
       "      <td>821</td>\n",
       "      <td>822</td>\n",
       "      <td>823</td>\n",
       "      <td>824</td>\n",
       "      <td>825</td>\n",
       "      <td>826</td>\n",
       "      <td>827</td>\n",
       "      <td>828</td>\n",
       "      <td>829</td>\n",
       "      <td>830</td>\n",
       "      <td>831</td>\n",
       "      <td>832</td>\n",
       "      <td>833</td>\n",
       "      <td>834</td>\n",
       "      <td>835</td>\n",
       "      <td>836</td>\n",
       "      <td>837</td>\n",
       "      <td>838</td>\n",
       "      <td>839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-26</th>\n",
       "      <td>800</td>\n",
       "      <td>801</td>\n",
       "      <td>802</td>\n",
       "      <td>803</td>\n",
       "      <td>804</td>\n",
       "      <td>805</td>\n",
       "      <td>806</td>\n",
       "      <td>807</td>\n",
       "      <td>808</td>\n",
       "      <td>809</td>\n",
       "      <td>810</td>\n",
       "      <td>811</td>\n",
       "      <td>812</td>\n",
       "      <td>813</td>\n",
       "      <td>814</td>\n",
       "      <td>815</td>\n",
       "      <td>816</td>\n",
       "      <td>817</td>\n",
       "      <td>818</td>\n",
       "      <td>819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-25</th>\n",
       "      <td>780</td>\n",
       "      <td>781</td>\n",
       "      <td>782</td>\n",
       "      <td>783</td>\n",
       "      <td>784</td>\n",
       "      <td>785</td>\n",
       "      <td>786</td>\n",
       "      <td>787</td>\n",
       "      <td>788</td>\n",
       "      <td>789</td>\n",
       "      <td>790</td>\n",
       "      <td>791</td>\n",
       "      <td>792</td>\n",
       "      <td>793</td>\n",
       "      <td>794</td>\n",
       "      <td>795</td>\n",
       "      <td>796</td>\n",
       "      <td>797</td>\n",
       "      <td>798</td>\n",
       "      <td>799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-24</th>\n",
       "      <td>760</td>\n",
       "      <td>761</td>\n",
       "      <td>762</td>\n",
       "      <td>763</td>\n",
       "      <td>764</td>\n",
       "      <td>765</td>\n",
       "      <td>766</td>\n",
       "      <td>767</td>\n",
       "      <td>768</td>\n",
       "      <td>769</td>\n",
       "      <td>770</td>\n",
       "      <td>771</td>\n",
       "      <td>772</td>\n",
       "      <td>773</td>\n",
       "      <td>774</td>\n",
       "      <td>775</td>\n",
       "      <td>776</td>\n",
       "      <td>777</td>\n",
       "      <td>778</td>\n",
       "      <td>779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-23</th>\n",
       "      <td>740</td>\n",
       "      <td>741</td>\n",
       "      <td>742</td>\n",
       "      <td>743</td>\n",
       "      <td>744</td>\n",
       "      <td>745</td>\n",
       "      <td>746</td>\n",
       "      <td>747</td>\n",
       "      <td>748</td>\n",
       "      <td>749</td>\n",
       "      <td>750</td>\n",
       "      <td>751</td>\n",
       "      <td>752</td>\n",
       "      <td>753</td>\n",
       "      <td>754</td>\n",
       "      <td>755</td>\n",
       "      <td>756</td>\n",
       "      <td>757</td>\n",
       "      <td>758</td>\n",
       "      <td>759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-22</th>\n",
       "      <td>720</td>\n",
       "      <td>721</td>\n",
       "      <td>722</td>\n",
       "      <td>723</td>\n",
       "      <td>724</td>\n",
       "      <td>725</td>\n",
       "      <td>726</td>\n",
       "      <td>727</td>\n",
       "      <td>728</td>\n",
       "      <td>729</td>\n",
       "      <td>730</td>\n",
       "      <td>731</td>\n",
       "      <td>732</td>\n",
       "      <td>733</td>\n",
       "      <td>734</td>\n",
       "      <td>735</td>\n",
       "      <td>736</td>\n",
       "      <td>737</td>\n",
       "      <td>738</td>\n",
       "      <td>739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-21</th>\n",
       "      <td>700</td>\n",
       "      <td>701</td>\n",
       "      <td>702</td>\n",
       "      <td>703</td>\n",
       "      <td>704</td>\n",
       "      <td>705</td>\n",
       "      <td>706</td>\n",
       "      <td>707</td>\n",
       "      <td>708</td>\n",
       "      <td>709</td>\n",
       "      <td>710</td>\n",
       "      <td>711</td>\n",
       "      <td>712</td>\n",
       "      <td>713</td>\n",
       "      <td>714</td>\n",
       "      <td>715</td>\n",
       "      <td>716</td>\n",
       "      <td>717</td>\n",
       "      <td>718</td>\n",
       "      <td>719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-20</th>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "      <td>690</td>\n",
       "      <td>691</td>\n",
       "      <td>692</td>\n",
       "      <td>693</td>\n",
       "      <td>694</td>\n",
       "      <td>695</td>\n",
       "      <td>696</td>\n",
       "      <td>697</td>\n",
       "      <td>698</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-19</th>\n",
       "      <td>660</td>\n",
       "      <td>661</td>\n",
       "      <td>662</td>\n",
       "      <td>663</td>\n",
       "      <td>664</td>\n",
       "      <td>665</td>\n",
       "      <td>666</td>\n",
       "      <td>667</td>\n",
       "      <td>668</td>\n",
       "      <td>669</td>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-18</th>\n",
       "      <td>640</td>\n",
       "      <td>641</td>\n",
       "      <td>642</td>\n",
       "      <td>643</td>\n",
       "      <td>644</td>\n",
       "      <td>645</td>\n",
       "      <td>646</td>\n",
       "      <td>647</td>\n",
       "      <td>648</td>\n",
       "      <td>649</td>\n",
       "      <td>650</td>\n",
       "      <td>651</td>\n",
       "      <td>652</td>\n",
       "      <td>653</td>\n",
       "      <td>654</td>\n",
       "      <td>655</td>\n",
       "      <td>656</td>\n",
       "      <td>657</td>\n",
       "      <td>658</td>\n",
       "      <td>659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-17</th>\n",
       "      <td>620</td>\n",
       "      <td>621</td>\n",
       "      <td>622</td>\n",
       "      <td>623</td>\n",
       "      <td>624</td>\n",
       "      <td>625</td>\n",
       "      <td>626</td>\n",
       "      <td>627</td>\n",
       "      <td>628</td>\n",
       "      <td>629</td>\n",
       "      <td>630</td>\n",
       "      <td>631</td>\n",
       "      <td>632</td>\n",
       "      <td>633</td>\n",
       "      <td>634</td>\n",
       "      <td>635</td>\n",
       "      <td>636</td>\n",
       "      <td>637</td>\n",
       "      <td>638</td>\n",
       "      <td>639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-16</th>\n",
       "      <td>600</td>\n",
       "      <td>601</td>\n",
       "      <td>602</td>\n",
       "      <td>603</td>\n",
       "      <td>604</td>\n",
       "      <td>605</td>\n",
       "      <td>606</td>\n",
       "      <td>607</td>\n",
       "      <td>608</td>\n",
       "      <td>609</td>\n",
       "      <td>610</td>\n",
       "      <td>611</td>\n",
       "      <td>612</td>\n",
       "      <td>613</td>\n",
       "      <td>614</td>\n",
       "      <td>615</td>\n",
       "      <td>616</td>\n",
       "      <td>617</td>\n",
       "      <td>618</td>\n",
       "      <td>619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-15</th>\n",
       "      <td>580</td>\n",
       "      <td>581</td>\n",
       "      <td>582</td>\n",
       "      <td>583</td>\n",
       "      <td>584</td>\n",
       "      <td>585</td>\n",
       "      <td>586</td>\n",
       "      <td>587</td>\n",
       "      <td>588</td>\n",
       "      <td>589</td>\n",
       "      <td>590</td>\n",
       "      <td>591</td>\n",
       "      <td>592</td>\n",
       "      <td>593</td>\n",
       "      <td>594</td>\n",
       "      <td>595</td>\n",
       "      <td>596</td>\n",
       "      <td>597</td>\n",
       "      <td>598</td>\n",
       "      <td>599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-14</th>\n",
       "      <td>560</td>\n",
       "      <td>561</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>566</td>\n",
       "      <td>567</td>\n",
       "      <td>568</td>\n",
       "      <td>569</td>\n",
       "      <td>570</td>\n",
       "      <td>571</td>\n",
       "      <td>572</td>\n",
       "      <td>573</td>\n",
       "      <td>574</td>\n",
       "      <td>575</td>\n",
       "      <td>576</td>\n",
       "      <td>577</td>\n",
       "      <td>578</td>\n",
       "      <td>579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-13</th>\n",
       "      <td>540</td>\n",
       "      <td>541</td>\n",
       "      <td>542</td>\n",
       "      <td>543</td>\n",
       "      <td>544</td>\n",
       "      <td>545</td>\n",
       "      <td>546</td>\n",
       "      <td>547</td>\n",
       "      <td>548</td>\n",
       "      <td>549</td>\n",
       "      <td>550</td>\n",
       "      <td>551</td>\n",
       "      <td>552</td>\n",
       "      <td>553</td>\n",
       "      <td>554</td>\n",
       "      <td>555</td>\n",
       "      <td>556</td>\n",
       "      <td>557</td>\n",
       "      <td>558</td>\n",
       "      <td>559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-12</th>\n",
       "      <td>520</td>\n",
       "      <td>521</td>\n",
       "      <td>522</td>\n",
       "      <td>523</td>\n",
       "      <td>524</td>\n",
       "      <td>525</td>\n",
       "      <td>526</td>\n",
       "      <td>527</td>\n",
       "      <td>528</td>\n",
       "      <td>529</td>\n",
       "      <td>530</td>\n",
       "      <td>531</td>\n",
       "      <td>532</td>\n",
       "      <td>533</td>\n",
       "      <td>534</td>\n",
       "      <td>535</td>\n",
       "      <td>536</td>\n",
       "      <td>537</td>\n",
       "      <td>538</td>\n",
       "      <td>539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-11</th>\n",
       "      <td>500</td>\n",
       "      <td>501</td>\n",
       "      <td>502</td>\n",
       "      <td>503</td>\n",
       "      <td>504</td>\n",
       "      <td>505</td>\n",
       "      <td>506</td>\n",
       "      <td>507</td>\n",
       "      <td>508</td>\n",
       "      <td>509</td>\n",
       "      <td>510</td>\n",
       "      <td>511</td>\n",
       "      <td>512</td>\n",
       "      <td>513</td>\n",
       "      <td>514</td>\n",
       "      <td>515</td>\n",
       "      <td>516</td>\n",
       "      <td>517</td>\n",
       "      <td>518</td>\n",
       "      <td>519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-10</th>\n",
       "      <td>480</td>\n",
       "      <td>481</td>\n",
       "      <td>482</td>\n",
       "      <td>483</td>\n",
       "      <td>484</td>\n",
       "      <td>485</td>\n",
       "      <td>486</td>\n",
       "      <td>487</td>\n",
       "      <td>488</td>\n",
       "      <td>489</td>\n",
       "      <td>490</td>\n",
       "      <td>491</td>\n",
       "      <td>492</td>\n",
       "      <td>493</td>\n",
       "      <td>494</td>\n",
       "      <td>495</td>\n",
       "      <td>496</td>\n",
       "      <td>497</td>\n",
       "      <td>498</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-09</th>\n",
       "      <td>460</td>\n",
       "      <td>461</td>\n",
       "      <td>462</td>\n",
       "      <td>463</td>\n",
       "      <td>464</td>\n",
       "      <td>465</td>\n",
       "      <td>466</td>\n",
       "      <td>467</td>\n",
       "      <td>468</td>\n",
       "      <td>469</td>\n",
       "      <td>470</td>\n",
       "      <td>471</td>\n",
       "      <td>472</td>\n",
       "      <td>473</td>\n",
       "      <td>474</td>\n",
       "      <td>475</td>\n",
       "      <td>476</td>\n",
       "      <td>477</td>\n",
       "      <td>478</td>\n",
       "      <td>479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-08</th>\n",
       "      <td>440</td>\n",
       "      <td>441</td>\n",
       "      <td>442</td>\n",
       "      <td>443</td>\n",
       "      <td>444</td>\n",
       "      <td>445</td>\n",
       "      <td>446</td>\n",
       "      <td>447</td>\n",
       "      <td>448</td>\n",
       "      <td>449</td>\n",
       "      <td>450</td>\n",
       "      <td>451</td>\n",
       "      <td>452</td>\n",
       "      <td>453</td>\n",
       "      <td>454</td>\n",
       "      <td>455</td>\n",
       "      <td>456</td>\n",
       "      <td>457</td>\n",
       "      <td>458</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-07</th>\n",
       "      <td>420</td>\n",
       "      <td>421</td>\n",
       "      <td>422</td>\n",
       "      <td>423</td>\n",
       "      <td>424</td>\n",
       "      <td>425</td>\n",
       "      <td>426</td>\n",
       "      <td>427</td>\n",
       "      <td>428</td>\n",
       "      <td>429</td>\n",
       "      <td>430</td>\n",
       "      <td>431</td>\n",
       "      <td>432</td>\n",
       "      <td>433</td>\n",
       "      <td>434</td>\n",
       "      <td>435</td>\n",
       "      <td>436</td>\n",
       "      <td>437</td>\n",
       "      <td>438</td>\n",
       "      <td>439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-06</th>\n",
       "      <td>400</td>\n",
       "      <td>401</td>\n",
       "      <td>402</td>\n",
       "      <td>403</td>\n",
       "      <td>404</td>\n",
       "      <td>405</td>\n",
       "      <td>406</td>\n",
       "      <td>407</td>\n",
       "      <td>408</td>\n",
       "      <td>409</td>\n",
       "      <td>410</td>\n",
       "      <td>411</td>\n",
       "      <td>412</td>\n",
       "      <td>413</td>\n",
       "      <td>414</td>\n",
       "      <td>415</td>\n",
       "      <td>416</td>\n",
       "      <td>417</td>\n",
       "      <td>418</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-05</th>\n",
       "      <td>380</td>\n",
       "      <td>381</td>\n",
       "      <td>382</td>\n",
       "      <td>383</td>\n",
       "      <td>384</td>\n",
       "      <td>385</td>\n",
       "      <td>386</td>\n",
       "      <td>387</td>\n",
       "      <td>388</td>\n",
       "      <td>389</td>\n",
       "      <td>390</td>\n",
       "      <td>391</td>\n",
       "      <td>392</td>\n",
       "      <td>393</td>\n",
       "      <td>394</td>\n",
       "      <td>395</td>\n",
       "      <td>396</td>\n",
       "      <td>397</td>\n",
       "      <td>398</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-04</th>\n",
       "      <td>360</td>\n",
       "      <td>361</td>\n",
       "      <td>362</td>\n",
       "      <td>363</td>\n",
       "      <td>364</td>\n",
       "      <td>365</td>\n",
       "      <td>366</td>\n",
       "      <td>367</td>\n",
       "      <td>368</td>\n",
       "      <td>369</td>\n",
       "      <td>370</td>\n",
       "      <td>371</td>\n",
       "      <td>372</td>\n",
       "      <td>373</td>\n",
       "      <td>374</td>\n",
       "      <td>375</td>\n",
       "      <td>376</td>\n",
       "      <td>377</td>\n",
       "      <td>378</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-03</th>\n",
       "      <td>340</td>\n",
       "      <td>341</td>\n",
       "      <td>342</td>\n",
       "      <td>343</td>\n",
       "      <td>344</td>\n",
       "      <td>345</td>\n",
       "      <td>346</td>\n",
       "      <td>347</td>\n",
       "      <td>348</td>\n",
       "      <td>349</td>\n",
       "      <td>350</td>\n",
       "      <td>351</td>\n",
       "      <td>352</td>\n",
       "      <td>353</td>\n",
       "      <td>354</td>\n",
       "      <td>355</td>\n",
       "      <td>356</td>\n",
       "      <td>357</td>\n",
       "      <td>358</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-02</th>\n",
       "      <td>320</td>\n",
       "      <td>321</td>\n",
       "      <td>322</td>\n",
       "      <td>323</td>\n",
       "      <td>324</td>\n",
       "      <td>325</td>\n",
       "      <td>326</td>\n",
       "      <td>327</td>\n",
       "      <td>328</td>\n",
       "      <td>329</td>\n",
       "      <td>330</td>\n",
       "      <td>331</td>\n",
       "      <td>332</td>\n",
       "      <td>333</td>\n",
       "      <td>334</td>\n",
       "      <td>335</td>\n",
       "      <td>336</td>\n",
       "      <td>337</td>\n",
       "      <td>338</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-01</th>\n",
       "      <td>300</td>\n",
       "      <td>301</td>\n",
       "      <td>302</td>\n",
       "      <td>303</td>\n",
       "      <td>304</td>\n",
       "      <td>305</td>\n",
       "      <td>306</td>\n",
       "      <td>307</td>\n",
       "      <td>308</td>\n",
       "      <td>309</td>\n",
       "      <td>310</td>\n",
       "      <td>311</td>\n",
       "      <td>312</td>\n",
       "      <td>313</td>\n",
       "      <td>314</td>\n",
       "      <td>315</td>\n",
       "      <td>316</td>\n",
       "      <td>317</td>\n",
       "      <td>318</td>\n",
       "      <td>319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-31</th>\n",
       "      <td>280</td>\n",
       "      <td>281</td>\n",
       "      <td>282</td>\n",
       "      <td>283</td>\n",
       "      <td>284</td>\n",
       "      <td>285</td>\n",
       "      <td>286</td>\n",
       "      <td>287</td>\n",
       "      <td>288</td>\n",
       "      <td>289</td>\n",
       "      <td>290</td>\n",
       "      <td>291</td>\n",
       "      <td>292</td>\n",
       "      <td>293</td>\n",
       "      <td>294</td>\n",
       "      <td>295</td>\n",
       "      <td>296</td>\n",
       "      <td>297</td>\n",
       "      <td>298</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-30</th>\n",
       "      <td>260</td>\n",
       "      <td>261</td>\n",
       "      <td>262</td>\n",
       "      <td>263</td>\n",
       "      <td>264</td>\n",
       "      <td>265</td>\n",
       "      <td>266</td>\n",
       "      <td>267</td>\n",
       "      <td>268</td>\n",
       "      <td>269</td>\n",
       "      <td>270</td>\n",
       "      <td>271</td>\n",
       "      <td>272</td>\n",
       "      <td>273</td>\n",
       "      <td>274</td>\n",
       "      <td>275</td>\n",
       "      <td>276</td>\n",
       "      <td>277</td>\n",
       "      <td>278</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-29</th>\n",
       "      <td>240</td>\n",
       "      <td>241</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>246</td>\n",
       "      <td>247</td>\n",
       "      <td>248</td>\n",
       "      <td>249</td>\n",
       "      <td>250</td>\n",
       "      <td>251</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>254</td>\n",
       "      <td>255</td>\n",
       "      <td>256</td>\n",
       "      <td>257</td>\n",
       "      <td>258</td>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-28</th>\n",
       "      <td>220</td>\n",
       "      <td>221</td>\n",
       "      <td>222</td>\n",
       "      <td>223</td>\n",
       "      <td>224</td>\n",
       "      <td>225</td>\n",
       "      <td>226</td>\n",
       "      <td>227</td>\n",
       "      <td>228</td>\n",
       "      <td>229</td>\n",
       "      <td>230</td>\n",
       "      <td>231</td>\n",
       "      <td>232</td>\n",
       "      <td>233</td>\n",
       "      <td>234</td>\n",
       "      <td>235</td>\n",
       "      <td>236</td>\n",
       "      <td>237</td>\n",
       "      <td>238</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-27</th>\n",
       "      <td>200</td>\n",
       "      <td>201</td>\n",
       "      <td>202</td>\n",
       "      <td>203</td>\n",
       "      <td>204</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "      <td>207</td>\n",
       "      <td>208</td>\n",
       "      <td>209</td>\n",
       "      <td>210</td>\n",
       "      <td>211</td>\n",
       "      <td>212</td>\n",
       "      <td>213</td>\n",
       "      <td>214</td>\n",
       "      <td>215</td>\n",
       "      <td>216</td>\n",
       "      <td>217</td>\n",
       "      <td>218</td>\n",
       "      <td>219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-26</th>\n",
       "      <td>180</td>\n",
       "      <td>181</td>\n",
       "      <td>182</td>\n",
       "      <td>183</td>\n",
       "      <td>184</td>\n",
       "      <td>185</td>\n",
       "      <td>186</td>\n",
       "      <td>187</td>\n",
       "      <td>188</td>\n",
       "      <td>189</td>\n",
       "      <td>190</td>\n",
       "      <td>191</td>\n",
       "      <td>192</td>\n",
       "      <td>193</td>\n",
       "      <td>194</td>\n",
       "      <td>195</td>\n",
       "      <td>196</td>\n",
       "      <td>197</td>\n",
       "      <td>198</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-25</th>\n",
       "      <td>160</td>\n",
       "      <td>161</td>\n",
       "      <td>162</td>\n",
       "      <td>163</td>\n",
       "      <td>164</td>\n",
       "      <td>165</td>\n",
       "      <td>166</td>\n",
       "      <td>167</td>\n",
       "      <td>168</td>\n",
       "      <td>169</td>\n",
       "      <td>170</td>\n",
       "      <td>171</td>\n",
       "      <td>172</td>\n",
       "      <td>173</td>\n",
       "      <td>174</td>\n",
       "      <td>175</td>\n",
       "      <td>176</td>\n",
       "      <td>177</td>\n",
       "      <td>178</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-24</th>\n",
       "      <td>140</td>\n",
       "      <td>141</td>\n",
       "      <td>142</td>\n",
       "      <td>143</td>\n",
       "      <td>144</td>\n",
       "      <td>145</td>\n",
       "      <td>146</td>\n",
       "      <td>147</td>\n",
       "      <td>148</td>\n",
       "      <td>149</td>\n",
       "      <td>150</td>\n",
       "      <td>151</td>\n",
       "      <td>152</td>\n",
       "      <td>153</td>\n",
       "      <td>154</td>\n",
       "      <td>155</td>\n",
       "      <td>156</td>\n",
       "      <td>157</td>\n",
       "      <td>158</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-23</th>\n",
       "      <td>120</td>\n",
       "      <td>121</td>\n",
       "      <td>122</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>125</td>\n",
       "      <td>126</td>\n",
       "      <td>127</td>\n",
       "      <td>128</td>\n",
       "      <td>129</td>\n",
       "      <td>130</td>\n",
       "      <td>131</td>\n",
       "      <td>132</td>\n",
       "      <td>133</td>\n",
       "      <td>134</td>\n",
       "      <td>135</td>\n",
       "      <td>136</td>\n",
       "      <td>137</td>\n",
       "      <td>138</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-22</th>\n",
       "      <td>100</td>\n",
       "      <td>101</td>\n",
       "      <td>102</td>\n",
       "      <td>103</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>106</td>\n",
       "      <td>107</td>\n",
       "      <td>108</td>\n",
       "      <td>109</td>\n",
       "      <td>110</td>\n",
       "      <td>111</td>\n",
       "      <td>112</td>\n",
       "      <td>113</td>\n",
       "      <td>114</td>\n",
       "      <td>115</td>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "      <td>118</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-21</th>\n",
       "      <td>80</td>\n",
       "      <td>81</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>96</td>\n",
       "      <td>97</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-20</th>\n",
       "      <td>60</td>\n",
       "      <td>61</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>64</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>74</td>\n",
       "      <td>75</td>\n",
       "      <td>76</td>\n",
       "      <td>77</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-19</th>\n",
       "      <td>40</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-18</th>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-17</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              0     1     2     3     4     5     6     7     8     9     10  \\\n",
       "2018-05-15  1180  1181  1182  1183  1184  1185  1186  1187  1188  1189  1190   \n",
       "2018-05-14  1160  1161  1162  1163  1164  1165  1166  1167  1168  1169  1170   \n",
       "2018-05-13  1140  1141  1142  1143  1144  1145  1146  1147  1148  1149  1150   \n",
       "2018-05-12  1120  1121  1122  1123  1124  1125  1126  1127  1128  1129  1130   \n",
       "2018-05-11  1100  1101  1102  1103  1104  1105  1106  1107  1108  1109  1110   \n",
       "2018-05-10  1080  1081  1082  1083  1084  1085  1086  1087  1088  1089  1090   \n",
       "2018-05-09  1060  1061  1062  1063  1064  1065  1066  1067  1068  1069  1070   \n",
       "2018-05-08  1040  1041  1042  1043  1044  1045  1046  1047  1048  1049  1050   \n",
       "2018-05-07  1020  1021  1022  1023  1024  1025  1026  1027  1028  1029  1030   \n",
       "2018-05-06  1000  1001  1002  1003  1004  1005  1006  1007  1008  1009  1010   \n",
       "2018-05-05   980   981   982   983   984   985   986   987   988   989   990   \n",
       "2018-05-04   960   961   962   963   964   965   966   967   968   969   970   \n",
       "2018-05-03   940   941   942   943   944   945   946   947   948   949   950   \n",
       "2018-05-02   920   921   922   923   924   925   926   927   928   929   930   \n",
       "2018-05-01   900   901   902   903   904   905   906   907   908   909   910   \n",
       "2018-04-30   880   881   882   883   884   885   886   887   888   889   890   \n",
       "2018-04-29   860   861   862   863   864   865   866   867   868   869   870   \n",
       "2018-04-28   840   841   842   843   844   845   846   847   848   849   850   \n",
       "2018-04-27   820   821   822   823   824   825   826   827   828   829   830   \n",
       "2018-04-26   800   801   802   803   804   805   806   807   808   809   810   \n",
       "2018-04-25   780   781   782   783   784   785   786   787   788   789   790   \n",
       "2018-04-24   760   761   762   763   764   765   766   767   768   769   770   \n",
       "2018-04-23   740   741   742   743   744   745   746   747   748   749   750   \n",
       "2018-04-22   720   721   722   723   724   725   726   727   728   729   730   \n",
       "2018-04-21   700   701   702   703   704   705   706   707   708   709   710   \n",
       "2018-04-20   680   681   682   683   684   685   686   687   688   689   690   \n",
       "2018-04-19   660   661   662   663   664   665   666   667   668   669   670   \n",
       "2018-04-18   640   641   642   643   644   645   646   647   648   649   650   \n",
       "2018-04-17   620   621   622   623   624   625   626   627   628   629   630   \n",
       "2018-04-16   600   601   602   603   604   605   606   607   608   609   610   \n",
       "2018-04-15   580   581   582   583   584   585   586   587   588   589   590   \n",
       "2018-04-14   560   561   562   563   564   565   566   567   568   569   570   \n",
       "2018-04-13   540   541   542   543   544   545   546   547   548   549   550   \n",
       "2018-04-12   520   521   522   523   524   525   526   527   528   529   530   \n",
       "2018-04-11   500   501   502   503   504   505   506   507   508   509   510   \n",
       "2018-04-10   480   481   482   483   484   485   486   487   488   489   490   \n",
       "2018-04-09   460   461   462   463   464   465   466   467   468   469   470   \n",
       "2018-04-08   440   441   442   443   444   445   446   447   448   449   450   \n",
       "2018-04-07   420   421   422   423   424   425   426   427   428   429   430   \n",
       "2018-04-06   400   401   402   403   404   405   406   407   408   409   410   \n",
       "2018-04-05   380   381   382   383   384   385   386   387   388   389   390   \n",
       "2018-04-04   360   361   362   363   364   365   366   367   368   369   370   \n",
       "2018-04-03   340   341   342   343   344   345   346   347   348   349   350   \n",
       "2018-04-02   320   321   322   323   324   325   326   327   328   329   330   \n",
       "2018-04-01   300   301   302   303   304   305   306   307   308   309   310   \n",
       "2018-03-31   280   281   282   283   284   285   286   287   288   289   290   \n",
       "2018-03-30   260   261   262   263   264   265   266   267   268   269   270   \n",
       "2018-03-29   240   241   242   243   244   245   246   247   248   249   250   \n",
       "2018-03-28   220   221   222   223   224   225   226   227   228   229   230   \n",
       "2018-03-27   200   201   202   203   204   205   206   207   208   209   210   \n",
       "2018-03-26   180   181   182   183   184   185   186   187   188   189   190   \n",
       "2018-03-25   160   161   162   163   164   165   166   167   168   169   170   \n",
       "2018-03-24   140   141   142   143   144   145   146   147   148   149   150   \n",
       "2018-03-23   120   121   122   123   124   125   126   127   128   129   130   \n",
       "2018-03-22   100   101   102   103   104   105   106   107   108   109   110   \n",
       "2018-03-21    80    81    82    83    84    85    86    87    88    89    90   \n",
       "2018-03-20    60    61    62    63    64    65    66    67    68    69    70   \n",
       "2018-03-19    40    41    42    43    44    45    46    47    48    49    50   \n",
       "2018-03-18    20    21    22    23    24    25    26    27    28    29    30   \n",
       "2018-03-17     0     1     2     3     4     5     6     7     8     9    10   \n",
       "\n",
       "              11    12    13    14    15    16    17    18    19  \n",
       "2018-05-15  1191  1192  1193  1194  1195  1196  1197  1198  1199  \n",
       "2018-05-14  1171  1172  1173  1174  1175  1176  1177  1178  1179  \n",
       "2018-05-13  1151  1152  1153  1154  1155  1156  1157  1158  1159  \n",
       "2018-05-12  1131  1132  1133  1134  1135  1136  1137  1138  1139  \n",
       "2018-05-11  1111  1112  1113  1114  1115  1116  1117  1118  1119  \n",
       "2018-05-10  1091  1092  1093  1094  1095  1096  1097  1098  1099  \n",
       "2018-05-09  1071  1072  1073  1074  1075  1076  1077  1078  1079  \n",
       "2018-05-08  1051  1052  1053  1054  1055  1056  1057  1058  1059  \n",
       "2018-05-07  1031  1032  1033  1034  1035  1036  1037  1038  1039  \n",
       "2018-05-06  1011  1012  1013  1014  1015  1016  1017  1018  1019  \n",
       "2018-05-05   991   992   993   994   995   996   997   998   999  \n",
       "2018-05-04   971   972   973   974   975   976   977   978   979  \n",
       "2018-05-03   951   952   953   954   955   956   957   958   959  \n",
       "2018-05-02   931   932   933   934   935   936   937   938   939  \n",
       "2018-05-01   911   912   913   914   915   916   917   918   919  \n",
       "2018-04-30   891   892   893   894   895   896   897   898   899  \n",
       "2018-04-29   871   872   873   874   875   876   877   878   879  \n",
       "2018-04-28   851   852   853   854   855   856   857   858   859  \n",
       "2018-04-27   831   832   833   834   835   836   837   838   839  \n",
       "2018-04-26   811   812   813   814   815   816   817   818   819  \n",
       "2018-04-25   791   792   793   794   795   796   797   798   799  \n",
       "2018-04-24   771   772   773   774   775   776   777   778   779  \n",
       "2018-04-23   751   752   753   754   755   756   757   758   759  \n",
       "2018-04-22   731   732   733   734   735   736   737   738   739  \n",
       "2018-04-21   711   712   713   714   715   716   717   718   719  \n",
       "2018-04-20   691   692   693   694   695   696   697   698   699  \n",
       "2018-04-19   671   672   673   674   675   676   677   678   679  \n",
       "2018-04-18   651   652   653   654   655   656   657   658   659  \n",
       "2018-04-17   631   632   633   634   635   636   637   638   639  \n",
       "2018-04-16   611   612   613   614   615   616   617   618   619  \n",
       "2018-04-15   591   592   593   594   595   596   597   598   599  \n",
       "2018-04-14   571   572   573   574   575   576   577   578   579  \n",
       "2018-04-13   551   552   553   554   555   556   557   558   559  \n",
       "2018-04-12   531   532   533   534   535   536   537   538   539  \n",
       "2018-04-11   511   512   513   514   515   516   517   518   519  \n",
       "2018-04-10   491   492   493   494   495   496   497   498   499  \n",
       "2018-04-09   471   472   473   474   475   476   477   478   479  \n",
       "2018-04-08   451   452   453   454   455   456   457   458   459  \n",
       "2018-04-07   431   432   433   434   435   436   437   438   439  \n",
       "2018-04-06   411   412   413   414   415   416   417   418   419  \n",
       "2018-04-05   391   392   393   394   395   396   397   398   399  \n",
       "2018-04-04   371   372   373   374   375   376   377   378   379  \n",
       "2018-04-03   351   352   353   354   355   356   357   358   359  \n",
       "2018-04-02   331   332   333   334   335   336   337   338   339  \n",
       "2018-04-01   311   312   313   314   315   316   317   318   319  \n",
       "2018-03-31   291   292   293   294   295   296   297   298   299  \n",
       "2018-03-30   271   272   273   274   275   276   277   278   279  \n",
       "2018-03-29   251   252   253   254   255   256   257   258   259  \n",
       "2018-03-28   231   232   233   234   235   236   237   238   239  \n",
       "2018-03-27   211   212   213   214   215   216   217   218   219  \n",
       "2018-03-26   191   192   193   194   195   196   197   198   199  \n",
       "2018-03-25   171   172   173   174   175   176   177   178   179  \n",
       "2018-03-24   151   152   153   154   155   156   157   158   159  \n",
       "2018-03-23   131   132   133   134   135   136   137   138   139  \n",
       "2018-03-22   111   112   113   114   115   116   117   118   119  \n",
       "2018-03-21    91    92    93    94    95    96    97    98    99  \n",
       "2018-03-20    71    72    73    74    75    76    77    78    79  \n",
       "2018-03-19    51    52    53    54    55    56    57    58    59  \n",
       "2018-03-18    31    32    33    34    35    36    37    38    39  \n",
       "2018-03-17    11    12    13    14    15    16    17    18    19  "
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_index(axis=0,ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-05-15</th>\n",
       "      <td>1180</td>\n",
       "      <td>1181</td>\n",
       "      <td>1182</td>\n",
       "      <td>1183</td>\n",
       "      <td>1184</td>\n",
       "      <td>1185</td>\n",
       "      <td>1186</td>\n",
       "      <td>1187</td>\n",
       "      <td>1188</td>\n",
       "      <td>1189</td>\n",
       "      <td>1190</td>\n",
       "      <td>1191</td>\n",
       "      <td>1192</td>\n",
       "      <td>1193</td>\n",
       "      <td>1194</td>\n",
       "      <td>1195</td>\n",
       "      <td>1196</td>\n",
       "      <td>1197</td>\n",
       "      <td>1198</td>\n",
       "      <td>1199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-14</th>\n",
       "      <td>1160</td>\n",
       "      <td>1161</td>\n",
       "      <td>1162</td>\n",
       "      <td>1163</td>\n",
       "      <td>1164</td>\n",
       "      <td>1165</td>\n",
       "      <td>1166</td>\n",
       "      <td>1167</td>\n",
       "      <td>1168</td>\n",
       "      <td>1169</td>\n",
       "      <td>1170</td>\n",
       "      <td>1171</td>\n",
       "      <td>1172</td>\n",
       "      <td>1173</td>\n",
       "      <td>1174</td>\n",
       "      <td>1175</td>\n",
       "      <td>1176</td>\n",
       "      <td>1177</td>\n",
       "      <td>1178</td>\n",
       "      <td>1179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-13</th>\n",
       "      <td>1140</td>\n",
       "      <td>1141</td>\n",
       "      <td>1142</td>\n",
       "      <td>1143</td>\n",
       "      <td>1144</td>\n",
       "      <td>1145</td>\n",
       "      <td>1146</td>\n",
       "      <td>1147</td>\n",
       "      <td>1148</td>\n",
       "      <td>1149</td>\n",
       "      <td>1150</td>\n",
       "      <td>1151</td>\n",
       "      <td>1152</td>\n",
       "      <td>1153</td>\n",
       "      <td>1154</td>\n",
       "      <td>1155</td>\n",
       "      <td>1156</td>\n",
       "      <td>1157</td>\n",
       "      <td>1158</td>\n",
       "      <td>1159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-12</th>\n",
       "      <td>1120</td>\n",
       "      <td>1121</td>\n",
       "      <td>1122</td>\n",
       "      <td>1123</td>\n",
       "      <td>1124</td>\n",
       "      <td>1125</td>\n",
       "      <td>1126</td>\n",
       "      <td>1127</td>\n",
       "      <td>1128</td>\n",
       "      <td>1129</td>\n",
       "      <td>1130</td>\n",
       "      <td>1131</td>\n",
       "      <td>1132</td>\n",
       "      <td>1133</td>\n",
       "      <td>1134</td>\n",
       "      <td>1135</td>\n",
       "      <td>1136</td>\n",
       "      <td>1137</td>\n",
       "      <td>1138</td>\n",
       "      <td>1139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-11</th>\n",
       "      <td>1100</td>\n",
       "      <td>1101</td>\n",
       "      <td>1102</td>\n",
       "      <td>1103</td>\n",
       "      <td>1104</td>\n",
       "      <td>1105</td>\n",
       "      <td>1106</td>\n",
       "      <td>1107</td>\n",
       "      <td>1108</td>\n",
       "      <td>1109</td>\n",
       "      <td>1110</td>\n",
       "      <td>1111</td>\n",
       "      <td>1112</td>\n",
       "      <td>1113</td>\n",
       "      <td>1114</td>\n",
       "      <td>1115</td>\n",
       "      <td>1116</td>\n",
       "      <td>1117</td>\n",
       "      <td>1118</td>\n",
       "      <td>1119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-10</th>\n",
       "      <td>1080</td>\n",
       "      <td>1081</td>\n",
       "      <td>1082</td>\n",
       "      <td>1083</td>\n",
       "      <td>1084</td>\n",
       "      <td>1085</td>\n",
       "      <td>1086</td>\n",
       "      <td>1087</td>\n",
       "      <td>1088</td>\n",
       "      <td>1089</td>\n",
       "      <td>1090</td>\n",
       "      <td>1091</td>\n",
       "      <td>1092</td>\n",
       "      <td>1093</td>\n",
       "      <td>1094</td>\n",
       "      <td>1095</td>\n",
       "      <td>1096</td>\n",
       "      <td>1097</td>\n",
       "      <td>1098</td>\n",
       "      <td>1099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-09</th>\n",
       "      <td>1060</td>\n",
       "      <td>1061</td>\n",
       "      <td>1062</td>\n",
       "      <td>1063</td>\n",
       "      <td>1064</td>\n",
       "      <td>1065</td>\n",
       "      <td>1066</td>\n",
       "      <td>1067</td>\n",
       "      <td>1068</td>\n",
       "      <td>1069</td>\n",
       "      <td>1070</td>\n",
       "      <td>1071</td>\n",
       "      <td>1072</td>\n",
       "      <td>1073</td>\n",
       "      <td>1074</td>\n",
       "      <td>1075</td>\n",
       "      <td>1076</td>\n",
       "      <td>1077</td>\n",
       "      <td>1078</td>\n",
       "      <td>1079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-08</th>\n",
       "      <td>1040</td>\n",
       "      <td>1041</td>\n",
       "      <td>1042</td>\n",
       "      <td>1043</td>\n",
       "      <td>1044</td>\n",
       "      <td>1045</td>\n",
       "      <td>1046</td>\n",
       "      <td>1047</td>\n",
       "      <td>1048</td>\n",
       "      <td>1049</td>\n",
       "      <td>1050</td>\n",
       "      <td>1051</td>\n",
       "      <td>1052</td>\n",
       "      <td>1053</td>\n",
       "      <td>1054</td>\n",
       "      <td>1055</td>\n",
       "      <td>1056</td>\n",
       "      <td>1057</td>\n",
       "      <td>1058</td>\n",
       "      <td>1059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-07</th>\n",
       "      <td>1020</td>\n",
       "      <td>1021</td>\n",
       "      <td>1022</td>\n",
       "      <td>1023</td>\n",
       "      <td>1024</td>\n",
       "      <td>1025</td>\n",
       "      <td>1026</td>\n",
       "      <td>1027</td>\n",
       "      <td>1028</td>\n",
       "      <td>1029</td>\n",
       "      <td>1030</td>\n",
       "      <td>1031</td>\n",
       "      <td>1032</td>\n",
       "      <td>1033</td>\n",
       "      <td>1034</td>\n",
       "      <td>1035</td>\n",
       "      <td>1036</td>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-06</th>\n",
       "      <td>1000</td>\n",
       "      <td>1001</td>\n",
       "      <td>1002</td>\n",
       "      <td>1003</td>\n",
       "      <td>1004</td>\n",
       "      <td>1005</td>\n",
       "      <td>1006</td>\n",
       "      <td>1007</td>\n",
       "      <td>1008</td>\n",
       "      <td>1009</td>\n",
       "      <td>1010</td>\n",
       "      <td>1011</td>\n",
       "      <td>1012</td>\n",
       "      <td>1013</td>\n",
       "      <td>1014</td>\n",
       "      <td>1015</td>\n",
       "      <td>1016</td>\n",
       "      <td>1017</td>\n",
       "      <td>1018</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-05</th>\n",
       "      <td>980</td>\n",
       "      <td>981</td>\n",
       "      <td>982</td>\n",
       "      <td>983</td>\n",
       "      <td>984</td>\n",
       "      <td>985</td>\n",
       "      <td>986</td>\n",
       "      <td>987</td>\n",
       "      <td>988</td>\n",
       "      <td>989</td>\n",
       "      <td>990</td>\n",
       "      <td>991</td>\n",
       "      <td>992</td>\n",
       "      <td>993</td>\n",
       "      <td>994</td>\n",
       "      <td>995</td>\n",
       "      <td>996</td>\n",
       "      <td>997</td>\n",
       "      <td>998</td>\n",
       "      <td>999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-04</th>\n",
       "      <td>960</td>\n",
       "      <td>961</td>\n",
       "      <td>962</td>\n",
       "      <td>963</td>\n",
       "      <td>964</td>\n",
       "      <td>965</td>\n",
       "      <td>966</td>\n",
       "      <td>967</td>\n",
       "      <td>968</td>\n",
       "      <td>969</td>\n",
       "      <td>970</td>\n",
       "      <td>971</td>\n",
       "      <td>972</td>\n",
       "      <td>973</td>\n",
       "      <td>974</td>\n",
       "      <td>975</td>\n",
       "      <td>976</td>\n",
       "      <td>977</td>\n",
       "      <td>978</td>\n",
       "      <td>979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-03</th>\n",
       "      <td>940</td>\n",
       "      <td>941</td>\n",
       "      <td>942</td>\n",
       "      <td>943</td>\n",
       "      <td>944</td>\n",
       "      <td>945</td>\n",
       "      <td>946</td>\n",
       "      <td>947</td>\n",
       "      <td>948</td>\n",
       "      <td>949</td>\n",
       "      <td>950</td>\n",
       "      <td>951</td>\n",
       "      <td>952</td>\n",
       "      <td>953</td>\n",
       "      <td>954</td>\n",
       "      <td>955</td>\n",
       "      <td>956</td>\n",
       "      <td>957</td>\n",
       "      <td>958</td>\n",
       "      <td>959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-02</th>\n",
       "      <td>920</td>\n",
       "      <td>921</td>\n",
       "      <td>922</td>\n",
       "      <td>923</td>\n",
       "      <td>924</td>\n",
       "      <td>925</td>\n",
       "      <td>926</td>\n",
       "      <td>927</td>\n",
       "      <td>928</td>\n",
       "      <td>929</td>\n",
       "      <td>930</td>\n",
       "      <td>931</td>\n",
       "      <td>932</td>\n",
       "      <td>933</td>\n",
       "      <td>934</td>\n",
       "      <td>935</td>\n",
       "      <td>936</td>\n",
       "      <td>937</td>\n",
       "      <td>938</td>\n",
       "      <td>939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-01</th>\n",
       "      <td>900</td>\n",
       "      <td>901</td>\n",
       "      <td>902</td>\n",
       "      <td>903</td>\n",
       "      <td>904</td>\n",
       "      <td>905</td>\n",
       "      <td>906</td>\n",
       "      <td>907</td>\n",
       "      <td>908</td>\n",
       "      <td>909</td>\n",
       "      <td>910</td>\n",
       "      <td>911</td>\n",
       "      <td>912</td>\n",
       "      <td>913</td>\n",
       "      <td>914</td>\n",
       "      <td>915</td>\n",
       "      <td>916</td>\n",
       "      <td>917</td>\n",
       "      <td>918</td>\n",
       "      <td>919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-30</th>\n",
       "      <td>880</td>\n",
       "      <td>881</td>\n",
       "      <td>882</td>\n",
       "      <td>883</td>\n",
       "      <td>884</td>\n",
       "      <td>885</td>\n",
       "      <td>886</td>\n",
       "      <td>887</td>\n",
       "      <td>888</td>\n",
       "      <td>889</td>\n",
       "      <td>890</td>\n",
       "      <td>891</td>\n",
       "      <td>892</td>\n",
       "      <td>893</td>\n",
       "      <td>894</td>\n",
       "      <td>895</td>\n",
       "      <td>896</td>\n",
       "      <td>897</td>\n",
       "      <td>898</td>\n",
       "      <td>899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-29</th>\n",
       "      <td>860</td>\n",
       "      <td>861</td>\n",
       "      <td>862</td>\n",
       "      <td>863</td>\n",
       "      <td>864</td>\n",
       "      <td>865</td>\n",
       "      <td>866</td>\n",
       "      <td>867</td>\n",
       "      <td>868</td>\n",
       "      <td>869</td>\n",
       "      <td>870</td>\n",
       "      <td>871</td>\n",
       "      <td>872</td>\n",
       "      <td>873</td>\n",
       "      <td>874</td>\n",
       "      <td>875</td>\n",
       "      <td>876</td>\n",
       "      <td>877</td>\n",
       "      <td>878</td>\n",
       "      <td>879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-28</th>\n",
       "      <td>840</td>\n",
       "      <td>841</td>\n",
       "      <td>842</td>\n",
       "      <td>843</td>\n",
       "      <td>844</td>\n",
       "      <td>845</td>\n",
       "      <td>846</td>\n",
       "      <td>847</td>\n",
       "      <td>848</td>\n",
       "      <td>849</td>\n",
       "      <td>850</td>\n",
       "      <td>851</td>\n",
       "      <td>852</td>\n",
       "      <td>853</td>\n",
       "      <td>854</td>\n",
       "      <td>855</td>\n",
       "      <td>856</td>\n",
       "      <td>857</td>\n",
       "      <td>858</td>\n",
       "      <td>859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-27</th>\n",
       "      <td>820</td>\n",
       "      <td>821</td>\n",
       "      <td>822</td>\n",
       "      <td>823</td>\n",
       "      <td>824</td>\n",
       "      <td>825</td>\n",
       "      <td>826</td>\n",
       "      <td>827</td>\n",
       "      <td>828</td>\n",
       "      <td>829</td>\n",
       "      <td>830</td>\n",
       "      <td>831</td>\n",
       "      <td>832</td>\n",
       "      <td>833</td>\n",
       "      <td>834</td>\n",
       "      <td>835</td>\n",
       "      <td>836</td>\n",
       "      <td>837</td>\n",
       "      <td>838</td>\n",
       "      <td>839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-26</th>\n",
       "      <td>800</td>\n",
       "      <td>801</td>\n",
       "      <td>802</td>\n",
       "      <td>803</td>\n",
       "      <td>804</td>\n",
       "      <td>805</td>\n",
       "      <td>806</td>\n",
       "      <td>807</td>\n",
       "      <td>808</td>\n",
       "      <td>809</td>\n",
       "      <td>810</td>\n",
       "      <td>811</td>\n",
       "      <td>812</td>\n",
       "      <td>813</td>\n",
       "      <td>814</td>\n",
       "      <td>815</td>\n",
       "      <td>816</td>\n",
       "      <td>817</td>\n",
       "      <td>818</td>\n",
       "      <td>819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-25</th>\n",
       "      <td>780</td>\n",
       "      <td>781</td>\n",
       "      <td>782</td>\n",
       "      <td>783</td>\n",
       "      <td>784</td>\n",
       "      <td>785</td>\n",
       "      <td>786</td>\n",
       "      <td>787</td>\n",
       "      <td>788</td>\n",
       "      <td>789</td>\n",
       "      <td>790</td>\n",
       "      <td>791</td>\n",
       "      <td>792</td>\n",
       "      <td>793</td>\n",
       "      <td>794</td>\n",
       "      <td>795</td>\n",
       "      <td>796</td>\n",
       "      <td>797</td>\n",
       "      <td>798</td>\n",
       "      <td>799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-24</th>\n",
       "      <td>760</td>\n",
       "      <td>761</td>\n",
       "      <td>762</td>\n",
       "      <td>763</td>\n",
       "      <td>764</td>\n",
       "      <td>765</td>\n",
       "      <td>766</td>\n",
       "      <td>767</td>\n",
       "      <td>768</td>\n",
       "      <td>769</td>\n",
       "      <td>770</td>\n",
       "      <td>771</td>\n",
       "      <td>772</td>\n",
       "      <td>773</td>\n",
       "      <td>774</td>\n",
       "      <td>775</td>\n",
       "      <td>776</td>\n",
       "      <td>777</td>\n",
       "      <td>778</td>\n",
       "      <td>779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-23</th>\n",
       "      <td>740</td>\n",
       "      <td>741</td>\n",
       "      <td>742</td>\n",
       "      <td>743</td>\n",
       "      <td>744</td>\n",
       "      <td>745</td>\n",
       "      <td>746</td>\n",
       "      <td>747</td>\n",
       "      <td>748</td>\n",
       "      <td>749</td>\n",
       "      <td>750</td>\n",
       "      <td>751</td>\n",
       "      <td>752</td>\n",
       "      <td>753</td>\n",
       "      <td>754</td>\n",
       "      <td>755</td>\n",
       "      <td>756</td>\n",
       "      <td>757</td>\n",
       "      <td>758</td>\n",
       "      <td>759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-22</th>\n",
       "      <td>720</td>\n",
       "      <td>721</td>\n",
       "      <td>722</td>\n",
       "      <td>723</td>\n",
       "      <td>724</td>\n",
       "      <td>725</td>\n",
       "      <td>726</td>\n",
       "      <td>727</td>\n",
       "      <td>728</td>\n",
       "      <td>729</td>\n",
       "      <td>730</td>\n",
       "      <td>731</td>\n",
       "      <td>732</td>\n",
       "      <td>733</td>\n",
       "      <td>734</td>\n",
       "      <td>735</td>\n",
       "      <td>736</td>\n",
       "      <td>737</td>\n",
       "      <td>738</td>\n",
       "      <td>739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-21</th>\n",
       "      <td>700</td>\n",
       "      <td>701</td>\n",
       "      <td>702</td>\n",
       "      <td>703</td>\n",
       "      <td>704</td>\n",
       "      <td>705</td>\n",
       "      <td>706</td>\n",
       "      <td>707</td>\n",
       "      <td>708</td>\n",
       "      <td>709</td>\n",
       "      <td>710</td>\n",
       "      <td>711</td>\n",
       "      <td>712</td>\n",
       "      <td>713</td>\n",
       "      <td>714</td>\n",
       "      <td>715</td>\n",
       "      <td>716</td>\n",
       "      <td>717</td>\n",
       "      <td>718</td>\n",
       "      <td>719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-20</th>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "      <td>690</td>\n",
       "      <td>691</td>\n",
       "      <td>692</td>\n",
       "      <td>693</td>\n",
       "      <td>694</td>\n",
       "      <td>695</td>\n",
       "      <td>696</td>\n",
       "      <td>697</td>\n",
       "      <td>698</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-19</th>\n",
       "      <td>660</td>\n",
       "      <td>661</td>\n",
       "      <td>662</td>\n",
       "      <td>663</td>\n",
       "      <td>664</td>\n",
       "      <td>665</td>\n",
       "      <td>666</td>\n",
       "      <td>667</td>\n",
       "      <td>668</td>\n",
       "      <td>669</td>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-18</th>\n",
       "      <td>640</td>\n",
       "      <td>641</td>\n",
       "      <td>642</td>\n",
       "      <td>643</td>\n",
       "      <td>644</td>\n",
       "      <td>645</td>\n",
       "      <td>646</td>\n",
       "      <td>647</td>\n",
       "      <td>648</td>\n",
       "      <td>649</td>\n",
       "      <td>650</td>\n",
       "      <td>651</td>\n",
       "      <td>652</td>\n",
       "      <td>653</td>\n",
       "      <td>654</td>\n",
       "      <td>655</td>\n",
       "      <td>656</td>\n",
       "      <td>657</td>\n",
       "      <td>658</td>\n",
       "      <td>659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-17</th>\n",
       "      <td>620</td>\n",
       "      <td>621</td>\n",
       "      <td>622</td>\n",
       "      <td>623</td>\n",
       "      <td>624</td>\n",
       "      <td>625</td>\n",
       "      <td>626</td>\n",
       "      <td>627</td>\n",
       "      <td>628</td>\n",
       "      <td>629</td>\n",
       "      <td>630</td>\n",
       "      <td>631</td>\n",
       "      <td>632</td>\n",
       "      <td>633</td>\n",
       "      <td>634</td>\n",
       "      <td>635</td>\n",
       "      <td>636</td>\n",
       "      <td>637</td>\n",
       "      <td>638</td>\n",
       "      <td>639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-16</th>\n",
       "      <td>600</td>\n",
       "      <td>601</td>\n",
       "      <td>602</td>\n",
       "      <td>603</td>\n",
       "      <td>604</td>\n",
       "      <td>605</td>\n",
       "      <td>606</td>\n",
       "      <td>607</td>\n",
       "      <td>608</td>\n",
       "      <td>609</td>\n",
       "      <td>610</td>\n",
       "      <td>611</td>\n",
       "      <td>612</td>\n",
       "      <td>613</td>\n",
       "      <td>614</td>\n",
       "      <td>615</td>\n",
       "      <td>616</td>\n",
       "      <td>617</td>\n",
       "      <td>618</td>\n",
       "      <td>619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-15</th>\n",
       "      <td>580</td>\n",
       "      <td>581</td>\n",
       "      <td>582</td>\n",
       "      <td>583</td>\n",
       "      <td>584</td>\n",
       "      <td>585</td>\n",
       "      <td>586</td>\n",
       "      <td>587</td>\n",
       "      <td>588</td>\n",
       "      <td>589</td>\n",
       "      <td>590</td>\n",
       "      <td>591</td>\n",
       "      <td>592</td>\n",
       "      <td>593</td>\n",
       "      <td>594</td>\n",
       "      <td>595</td>\n",
       "      <td>596</td>\n",
       "      <td>597</td>\n",
       "      <td>598</td>\n",
       "      <td>599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-14</th>\n",
       "      <td>560</td>\n",
       "      <td>561</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>566</td>\n",
       "      <td>567</td>\n",
       "      <td>568</td>\n",
       "      <td>569</td>\n",
       "      <td>570</td>\n",
       "      <td>571</td>\n",
       "      <td>572</td>\n",
       "      <td>573</td>\n",
       "      <td>574</td>\n",
       "      <td>575</td>\n",
       "      <td>576</td>\n",
       "      <td>577</td>\n",
       "      <td>578</td>\n",
       "      <td>579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-13</th>\n",
       "      <td>540</td>\n",
       "      <td>541</td>\n",
       "      <td>542</td>\n",
       "      <td>543</td>\n",
       "      <td>544</td>\n",
       "      <td>545</td>\n",
       "      <td>546</td>\n",
       "      <td>547</td>\n",
       "      <td>548</td>\n",
       "      <td>549</td>\n",
       "      <td>550</td>\n",
       "      <td>551</td>\n",
       "      <td>552</td>\n",
       "      <td>553</td>\n",
       "      <td>554</td>\n",
       "      <td>555</td>\n",
       "      <td>556</td>\n",
       "      <td>557</td>\n",
       "      <td>558</td>\n",
       "      <td>559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-12</th>\n",
       "      <td>520</td>\n",
       "      <td>521</td>\n",
       "      <td>522</td>\n",
       "      <td>523</td>\n",
       "      <td>524</td>\n",
       "      <td>525</td>\n",
       "      <td>526</td>\n",
       "      <td>527</td>\n",
       "      <td>528</td>\n",
       "      <td>529</td>\n",
       "      <td>530</td>\n",
       "      <td>531</td>\n",
       "      <td>532</td>\n",
       "      <td>533</td>\n",
       "      <td>534</td>\n",
       "      <td>535</td>\n",
       "      <td>536</td>\n",
       "      <td>537</td>\n",
       "      <td>538</td>\n",
       "      <td>539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-11</th>\n",
       "      <td>500</td>\n",
       "      <td>501</td>\n",
       "      <td>502</td>\n",
       "      <td>503</td>\n",
       "      <td>504</td>\n",
       "      <td>505</td>\n",
       "      <td>506</td>\n",
       "      <td>507</td>\n",
       "      <td>508</td>\n",
       "      <td>509</td>\n",
       "      <td>510</td>\n",
       "      <td>511</td>\n",
       "      <td>512</td>\n",
       "      <td>513</td>\n",
       "      <td>514</td>\n",
       "      <td>515</td>\n",
       "      <td>516</td>\n",
       "      <td>517</td>\n",
       "      <td>518</td>\n",
       "      <td>519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-10</th>\n",
       "      <td>480</td>\n",
       "      <td>481</td>\n",
       "      <td>482</td>\n",
       "      <td>483</td>\n",
       "      <td>484</td>\n",
       "      <td>485</td>\n",
       "      <td>486</td>\n",
       "      <td>487</td>\n",
       "      <td>488</td>\n",
       "      <td>489</td>\n",
       "      <td>490</td>\n",
       "      <td>491</td>\n",
       "      <td>492</td>\n",
       "      <td>493</td>\n",
       "      <td>494</td>\n",
       "      <td>495</td>\n",
       "      <td>496</td>\n",
       "      <td>497</td>\n",
       "      <td>498</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-09</th>\n",
       "      <td>460</td>\n",
       "      <td>461</td>\n",
       "      <td>462</td>\n",
       "      <td>463</td>\n",
       "      <td>464</td>\n",
       "      <td>465</td>\n",
       "      <td>466</td>\n",
       "      <td>467</td>\n",
       "      <td>468</td>\n",
       "      <td>469</td>\n",
       "      <td>470</td>\n",
       "      <td>471</td>\n",
       "      <td>472</td>\n",
       "      <td>473</td>\n",
       "      <td>474</td>\n",
       "      <td>475</td>\n",
       "      <td>476</td>\n",
       "      <td>477</td>\n",
       "      <td>478</td>\n",
       "      <td>479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-08</th>\n",
       "      <td>440</td>\n",
       "      <td>441</td>\n",
       "      <td>442</td>\n",
       "      <td>443</td>\n",
       "      <td>444</td>\n",
       "      <td>445</td>\n",
       "      <td>446</td>\n",
       "      <td>447</td>\n",
       "      <td>448</td>\n",
       "      <td>449</td>\n",
       "      <td>450</td>\n",
       "      <td>451</td>\n",
       "      <td>452</td>\n",
       "      <td>453</td>\n",
       "      <td>454</td>\n",
       "      <td>455</td>\n",
       "      <td>456</td>\n",
       "      <td>457</td>\n",
       "      <td>458</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-07</th>\n",
       "      <td>420</td>\n",
       "      <td>421</td>\n",
       "      <td>422</td>\n",
       "      <td>423</td>\n",
       "      <td>424</td>\n",
       "      <td>425</td>\n",
       "      <td>426</td>\n",
       "      <td>427</td>\n",
       "      <td>428</td>\n",
       "      <td>429</td>\n",
       "      <td>430</td>\n",
       "      <td>431</td>\n",
       "      <td>432</td>\n",
       "      <td>433</td>\n",
       "      <td>434</td>\n",
       "      <td>435</td>\n",
       "      <td>436</td>\n",
       "      <td>437</td>\n",
       "      <td>438</td>\n",
       "      <td>439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-06</th>\n",
       "      <td>400</td>\n",
       "      <td>401</td>\n",
       "      <td>402</td>\n",
       "      <td>403</td>\n",
       "      <td>404</td>\n",
       "      <td>405</td>\n",
       "      <td>406</td>\n",
       "      <td>407</td>\n",
       "      <td>408</td>\n",
       "      <td>409</td>\n",
       "      <td>410</td>\n",
       "      <td>411</td>\n",
       "      <td>412</td>\n",
       "      <td>413</td>\n",
       "      <td>414</td>\n",
       "      <td>415</td>\n",
       "      <td>416</td>\n",
       "      <td>417</td>\n",
       "      <td>418</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-05</th>\n",
       "      <td>380</td>\n",
       "      <td>381</td>\n",
       "      <td>382</td>\n",
       "      <td>383</td>\n",
       "      <td>384</td>\n",
       "      <td>385</td>\n",
       "      <td>386</td>\n",
       "      <td>387</td>\n",
       "      <td>388</td>\n",
       "      <td>389</td>\n",
       "      <td>390</td>\n",
       "      <td>391</td>\n",
       "      <td>392</td>\n",
       "      <td>393</td>\n",
       "      <td>394</td>\n",
       "      <td>395</td>\n",
       "      <td>396</td>\n",
       "      <td>397</td>\n",
       "      <td>398</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-04</th>\n",
       "      <td>360</td>\n",
       "      <td>361</td>\n",
       "      <td>362</td>\n",
       "      <td>363</td>\n",
       "      <td>364</td>\n",
       "      <td>365</td>\n",
       "      <td>366</td>\n",
       "      <td>367</td>\n",
       "      <td>368</td>\n",
       "      <td>369</td>\n",
       "      <td>370</td>\n",
       "      <td>371</td>\n",
       "      <td>372</td>\n",
       "      <td>373</td>\n",
       "      <td>374</td>\n",
       "      <td>375</td>\n",
       "      <td>376</td>\n",
       "      <td>377</td>\n",
       "      <td>378</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-03</th>\n",
       "      <td>340</td>\n",
       "      <td>341</td>\n",
       "      <td>342</td>\n",
       "      <td>343</td>\n",
       "      <td>344</td>\n",
       "      <td>345</td>\n",
       "      <td>346</td>\n",
       "      <td>347</td>\n",
       "      <td>348</td>\n",
       "      <td>349</td>\n",
       "      <td>350</td>\n",
       "      <td>351</td>\n",
       "      <td>352</td>\n",
       "      <td>353</td>\n",
       "      <td>354</td>\n",
       "      <td>355</td>\n",
       "      <td>356</td>\n",
       "      <td>357</td>\n",
       "      <td>358</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-02</th>\n",
       "      <td>320</td>\n",
       "      <td>321</td>\n",
       "      <td>322</td>\n",
       "      <td>323</td>\n",
       "      <td>324</td>\n",
       "      <td>325</td>\n",
       "      <td>326</td>\n",
       "      <td>327</td>\n",
       "      <td>328</td>\n",
       "      <td>329</td>\n",
       "      <td>330</td>\n",
       "      <td>331</td>\n",
       "      <td>332</td>\n",
       "      <td>333</td>\n",
       "      <td>334</td>\n",
       "      <td>335</td>\n",
       "      <td>336</td>\n",
       "      <td>337</td>\n",
       "      <td>338</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-01</th>\n",
       "      <td>300</td>\n",
       "      <td>301</td>\n",
       "      <td>302</td>\n",
       "      <td>303</td>\n",
       "      <td>304</td>\n",
       "      <td>305</td>\n",
       "      <td>306</td>\n",
       "      <td>307</td>\n",
       "      <td>308</td>\n",
       "      <td>309</td>\n",
       "      <td>310</td>\n",
       "      <td>311</td>\n",
       "      <td>312</td>\n",
       "      <td>313</td>\n",
       "      <td>314</td>\n",
       "      <td>315</td>\n",
       "      <td>316</td>\n",
       "      <td>317</td>\n",
       "      <td>318</td>\n",
       "      <td>319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-31</th>\n",
       "      <td>280</td>\n",
       "      <td>281</td>\n",
       "      <td>282</td>\n",
       "      <td>283</td>\n",
       "      <td>284</td>\n",
       "      <td>285</td>\n",
       "      <td>286</td>\n",
       "      <td>287</td>\n",
       "      <td>288</td>\n",
       "      <td>289</td>\n",
       "      <td>290</td>\n",
       "      <td>291</td>\n",
       "      <td>292</td>\n",
       "      <td>293</td>\n",
       "      <td>294</td>\n",
       "      <td>295</td>\n",
       "      <td>296</td>\n",
       "      <td>297</td>\n",
       "      <td>298</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-30</th>\n",
       "      <td>260</td>\n",
       "      <td>261</td>\n",
       "      <td>262</td>\n",
       "      <td>263</td>\n",
       "      <td>264</td>\n",
       "      <td>265</td>\n",
       "      <td>266</td>\n",
       "      <td>267</td>\n",
       "      <td>268</td>\n",
       "      <td>269</td>\n",
       "      <td>270</td>\n",
       "      <td>271</td>\n",
       "      <td>272</td>\n",
       "      <td>273</td>\n",
       "      <td>274</td>\n",
       "      <td>275</td>\n",
       "      <td>276</td>\n",
       "      <td>277</td>\n",
       "      <td>278</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-29</th>\n",
       "      <td>240</td>\n",
       "      <td>241</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>246</td>\n",
       "      <td>247</td>\n",
       "      <td>248</td>\n",
       "      <td>249</td>\n",
       "      <td>250</td>\n",
       "      <td>251</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>254</td>\n",
       "      <td>255</td>\n",
       "      <td>256</td>\n",
       "      <td>257</td>\n",
       "      <td>258</td>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-28</th>\n",
       "      <td>220</td>\n",
       "      <td>221</td>\n",
       "      <td>222</td>\n",
       "      <td>223</td>\n",
       "      <td>224</td>\n",
       "      <td>225</td>\n",
       "      <td>226</td>\n",
       "      <td>227</td>\n",
       "      <td>228</td>\n",
       "      <td>229</td>\n",
       "      <td>230</td>\n",
       "      <td>231</td>\n",
       "      <td>232</td>\n",
       "      <td>233</td>\n",
       "      <td>234</td>\n",
       "      <td>235</td>\n",
       "      <td>236</td>\n",
       "      <td>237</td>\n",
       "      <td>238</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-27</th>\n",
       "      <td>200</td>\n",
       "      <td>201</td>\n",
       "      <td>202</td>\n",
       "      <td>203</td>\n",
       "      <td>204</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "      <td>207</td>\n",
       "      <td>208</td>\n",
       "      <td>209</td>\n",
       "      <td>210</td>\n",
       "      <td>211</td>\n",
       "      <td>212</td>\n",
       "      <td>213</td>\n",
       "      <td>214</td>\n",
       "      <td>215</td>\n",
       "      <td>216</td>\n",
       "      <td>217</td>\n",
       "      <td>218</td>\n",
       "      <td>219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-26</th>\n",
       "      <td>180</td>\n",
       "      <td>181</td>\n",
       "      <td>182</td>\n",
       "      <td>183</td>\n",
       "      <td>184</td>\n",
       "      <td>185</td>\n",
       "      <td>186</td>\n",
       "      <td>187</td>\n",
       "      <td>188</td>\n",
       "      <td>189</td>\n",
       "      <td>190</td>\n",
       "      <td>191</td>\n",
       "      <td>192</td>\n",
       "      <td>193</td>\n",
       "      <td>194</td>\n",
       "      <td>195</td>\n",
       "      <td>196</td>\n",
       "      <td>197</td>\n",
       "      <td>198</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-25</th>\n",
       "      <td>160</td>\n",
       "      <td>161</td>\n",
       "      <td>162</td>\n",
       "      <td>163</td>\n",
       "      <td>164</td>\n",
       "      <td>165</td>\n",
       "      <td>166</td>\n",
       "      <td>167</td>\n",
       "      <td>168</td>\n",
       "      <td>169</td>\n",
       "      <td>170</td>\n",
       "      <td>171</td>\n",
       "      <td>172</td>\n",
       "      <td>173</td>\n",
       "      <td>174</td>\n",
       "      <td>175</td>\n",
       "      <td>176</td>\n",
       "      <td>177</td>\n",
       "      <td>178</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-24</th>\n",
       "      <td>140</td>\n",
       "      <td>141</td>\n",
       "      <td>142</td>\n",
       "      <td>143</td>\n",
       "      <td>144</td>\n",
       "      <td>145</td>\n",
       "      <td>146</td>\n",
       "      <td>147</td>\n",
       "      <td>148</td>\n",
       "      <td>149</td>\n",
       "      <td>150</td>\n",
       "      <td>151</td>\n",
       "      <td>152</td>\n",
       "      <td>153</td>\n",
       "      <td>154</td>\n",
       "      <td>155</td>\n",
       "      <td>156</td>\n",
       "      <td>157</td>\n",
       "      <td>158</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-23</th>\n",
       "      <td>120</td>\n",
       "      <td>121</td>\n",
       "      <td>122</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>125</td>\n",
       "      <td>126</td>\n",
       "      <td>127</td>\n",
       "      <td>128</td>\n",
       "      <td>129</td>\n",
       "      <td>130</td>\n",
       "      <td>131</td>\n",
       "      <td>132</td>\n",
       "      <td>133</td>\n",
       "      <td>134</td>\n",
       "      <td>135</td>\n",
       "      <td>136</td>\n",
       "      <td>137</td>\n",
       "      <td>138</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-22</th>\n",
       "      <td>100</td>\n",
       "      <td>101</td>\n",
       "      <td>102</td>\n",
       "      <td>103</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>106</td>\n",
       "      <td>107</td>\n",
       "      <td>108</td>\n",
       "      <td>109</td>\n",
       "      <td>110</td>\n",
       "      <td>111</td>\n",
       "      <td>112</td>\n",
       "      <td>113</td>\n",
       "      <td>114</td>\n",
       "      <td>115</td>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "      <td>118</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-21</th>\n",
       "      <td>80</td>\n",
       "      <td>81</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>96</td>\n",
       "      <td>97</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-20</th>\n",
       "      <td>60</td>\n",
       "      <td>61</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>64</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>74</td>\n",
       "      <td>75</td>\n",
       "      <td>76</td>\n",
       "      <td>77</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-19</th>\n",
       "      <td>40</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-18</th>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-17</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              0     1     2     3     4     5     6     7     8     9     10  \\\n",
       "2018-05-15  1180  1181  1182  1183  1184  1185  1186  1187  1188  1189  1190   \n",
       "2018-05-14  1160  1161  1162  1163  1164  1165  1166  1167  1168  1169  1170   \n",
       "2018-05-13  1140  1141  1142  1143  1144  1145  1146  1147  1148  1149  1150   \n",
       "2018-05-12  1120  1121  1122  1123  1124  1125  1126  1127  1128  1129  1130   \n",
       "2018-05-11  1100  1101  1102  1103  1104  1105  1106  1107  1108  1109  1110   \n",
       "2018-05-10  1080  1081  1082  1083  1084  1085  1086  1087  1088  1089  1090   \n",
       "2018-05-09  1060  1061  1062  1063  1064  1065  1066  1067  1068  1069  1070   \n",
       "2018-05-08  1040  1041  1042  1043  1044  1045  1046  1047  1048  1049  1050   \n",
       "2018-05-07  1020  1021  1022  1023  1024  1025  1026  1027  1028  1029  1030   \n",
       "2018-05-06  1000  1001  1002  1003  1004  1005  1006  1007  1008  1009  1010   \n",
       "2018-05-05   980   981   982   983   984   985   986   987   988   989   990   \n",
       "2018-05-04   960   961   962   963   964   965   966   967   968   969   970   \n",
       "2018-05-03   940   941   942   943   944   945   946   947   948   949   950   \n",
       "2018-05-02   920   921   922   923   924   925   926   927   928   929   930   \n",
       "2018-05-01   900   901   902   903   904   905   906   907   908   909   910   \n",
       "2018-04-30   880   881   882   883   884   885   886   887   888   889   890   \n",
       "2018-04-29   860   861   862   863   864   865   866   867   868   869   870   \n",
       "2018-04-28   840   841   842   843   844   845   846   847   848   849   850   \n",
       "2018-04-27   820   821   822   823   824   825   826   827   828   829   830   \n",
       "2018-04-26   800   801   802   803   804   805   806   807   808   809   810   \n",
       "2018-04-25   780   781   782   783   784   785   786   787   788   789   790   \n",
       "2018-04-24   760   761   762   763   764   765   766   767   768   769   770   \n",
       "2018-04-23   740   741   742   743   744   745   746   747   748   749   750   \n",
       "2018-04-22   720   721   722   723   724   725   726   727   728   729   730   \n",
       "2018-04-21   700   701   702   703   704   705   706   707   708   709   710   \n",
       "2018-04-20   680   681   682   683   684   685   686   687   688   689   690   \n",
       "2018-04-19   660   661   662   663   664   665   666   667   668   669   670   \n",
       "2018-04-18   640   641   642   643   644   645   646   647   648   649   650   \n",
       "2018-04-17   620   621   622   623   624   625   626   627   628   629   630   \n",
       "2018-04-16   600   601   602   603   604   605   606   607   608   609   610   \n",
       "2018-04-15   580   581   582   583   584   585   586   587   588   589   590   \n",
       "2018-04-14   560   561   562   563   564   565   566   567   568   569   570   \n",
       "2018-04-13   540   541   542   543   544   545   546   547   548   549   550   \n",
       "2018-04-12   520   521   522   523   524   525   526   527   528   529   530   \n",
       "2018-04-11   500   501   502   503   504   505   506   507   508   509   510   \n",
       "2018-04-10   480   481   482   483   484   485   486   487   488   489   490   \n",
       "2018-04-09   460   461   462   463   464   465   466   467   468   469   470   \n",
       "2018-04-08   440   441   442   443   444   445   446   447   448   449   450   \n",
       "2018-04-07   420   421   422   423   424   425   426   427   428   429   430   \n",
       "2018-04-06   400   401   402   403   404   405   406   407   408   409   410   \n",
       "2018-04-05   380   381   382   383   384   385   386   387   388   389   390   \n",
       "2018-04-04   360   361   362   363   364   365   366   367   368   369   370   \n",
       "2018-04-03   340   341   342   343   344   345   346   347   348   349   350   \n",
       "2018-04-02   320   321   322   323   324   325   326   327   328   329   330   \n",
       "2018-04-01   300   301   302   303   304   305   306   307   308   309   310   \n",
       "2018-03-31   280   281   282   283   284   285   286   287   288   289   290   \n",
       "2018-03-30   260   261   262   263   264   265   266   267   268   269   270   \n",
       "2018-03-29   240   241   242   243   244   245   246   247   248   249   250   \n",
       "2018-03-28   220   221   222   223   224   225   226   227   228   229   230   \n",
       "2018-03-27   200   201   202   203   204   205   206   207   208   209   210   \n",
       "2018-03-26   180   181   182   183   184   185   186   187   188   189   190   \n",
       "2018-03-25   160   161   162   163   164   165   166   167   168   169   170   \n",
       "2018-03-24   140   141   142   143   144   145   146   147   148   149   150   \n",
       "2018-03-23   120   121   122   123   124   125   126   127   128   129   130   \n",
       "2018-03-22   100   101   102   103   104   105   106   107   108   109   110   \n",
       "2018-03-21    80    81    82    83    84    85    86    87    88    89    90   \n",
       "2018-03-20    60    61    62    63    64    65    66    67    68    69    70   \n",
       "2018-03-19    40    41    42    43    44    45    46    47    48    49    50   \n",
       "2018-03-18    20    21    22    23    24    25    26    27    28    29    30   \n",
       "2018-03-17     0     1     2     3     4     5     6     7     8     9    10   \n",
       "\n",
       "              11    12    13    14    15    16    17    18    19  \n",
       "2018-05-15  1191  1192  1193  1194  1195  1196  1197  1198  1199  \n",
       "2018-05-14  1171  1172  1173  1174  1175  1176  1177  1178  1179  \n",
       "2018-05-13  1151  1152  1153  1154  1155  1156  1157  1158  1159  \n",
       "2018-05-12  1131  1132  1133  1134  1135  1136  1137  1138  1139  \n",
       "2018-05-11  1111  1112  1113  1114  1115  1116  1117  1118  1119  \n",
       "2018-05-10  1091  1092  1093  1094  1095  1096  1097  1098  1099  \n",
       "2018-05-09  1071  1072  1073  1074  1075  1076  1077  1078  1079  \n",
       "2018-05-08  1051  1052  1053  1054  1055  1056  1057  1058  1059  \n",
       "2018-05-07  1031  1032  1033  1034  1035  1036  1037  1038  1039  \n",
       "2018-05-06  1011  1012  1013  1014  1015  1016  1017  1018  1019  \n",
       "2018-05-05   991   992   993   994   995   996   997   998   999  \n",
       "2018-05-04   971   972   973   974   975   976   977   978   979  \n",
       "2018-05-03   951   952   953   954   955   956   957   958   959  \n",
       "2018-05-02   931   932   933   934   935   936   937   938   939  \n",
       "2018-05-01   911   912   913   914   915   916   917   918   919  \n",
       "2018-04-30   891   892   893   894   895   896   897   898   899  \n",
       "2018-04-29   871   872   873   874   875   876   877   878   879  \n",
       "2018-04-28   851   852   853   854   855   856   857   858   859  \n",
       "2018-04-27   831   832   833   834   835   836   837   838   839  \n",
       "2018-04-26   811   812   813   814   815   816   817   818   819  \n",
       "2018-04-25   791   792   793   794   795   796   797   798   799  \n",
       "2018-04-24   771   772   773   774   775   776   777   778   779  \n",
       "2018-04-23   751   752   753   754   755   756   757   758   759  \n",
       "2018-04-22   731   732   733   734   735   736   737   738   739  \n",
       "2018-04-21   711   712   713   714   715   716   717   718   719  \n",
       "2018-04-20   691   692   693   694   695   696   697   698   699  \n",
       "2018-04-19   671   672   673   674   675   676   677   678   679  \n",
       "2018-04-18   651   652   653   654   655   656   657   658   659  \n",
       "2018-04-17   631   632   633   634   635   636   637   638   639  \n",
       "2018-04-16   611   612   613   614   615   616   617   618   619  \n",
       "2018-04-15   591   592   593   594   595   596   597   598   599  \n",
       "2018-04-14   571   572   573   574   575   576   577   578   579  \n",
       "2018-04-13   551   552   553   554   555   556   557   558   559  \n",
       "2018-04-12   531   532   533   534   535   536   537   538   539  \n",
       "2018-04-11   511   512   513   514   515   516   517   518   519  \n",
       "2018-04-10   491   492   493   494   495   496   497   498   499  \n",
       "2018-04-09   471   472   473   474   475   476   477   478   479  \n",
       "2018-04-08   451   452   453   454   455   456   457   458   459  \n",
       "2018-04-07   431   432   433   434   435   436   437   438   439  \n",
       "2018-04-06   411   412   413   414   415   416   417   418   419  \n",
       "2018-04-05   391   392   393   394   395   396   397   398   399  \n",
       "2018-04-04   371   372   373   374   375   376   377   378   379  \n",
       "2018-04-03   351   352   353   354   355   356   357   358   359  \n",
       "2018-04-02   331   332   333   334   335   336   337   338   339  \n",
       "2018-04-01   311   312   313   314   315   316   317   318   319  \n",
       "2018-03-31   291   292   293   294   295   296   297   298   299  \n",
       "2018-03-30   271   272   273   274   275   276   277   278   279  \n",
       "2018-03-29   251   252   253   254   255   256   257   258   259  \n",
       "2018-03-28   231   232   233   234   235   236   237   238   239  \n",
       "2018-03-27   211   212   213   214   215   216   217   218   219  \n",
       "2018-03-26   191   192   193   194   195   196   197   198   199  \n",
       "2018-03-25   171   172   173   174   175   176   177   178   179  \n",
       "2018-03-24   151   152   153   154   155   156   157   158   159  \n",
       "2018-03-23   131   132   133   134   135   136   137   138   139  \n",
       "2018-03-22   111   112   113   114   115   116   117   118   119  \n",
       "2018-03-21    91    92    93    94    95    96    97    98    99  \n",
       "2018-03-20    71    72    73    74    75    76    77    78    79  \n",
       "2018-03-19    51    52    53    54    55    56    57    58    59  \n",
       "2018-03-18    31    32    33    34    35    36    37    38    39  \n",
       "2018-03-17    11    12    13    14    15    16    17    18    19  "
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by=0,ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "42"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[2,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[0]=10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-03-17</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-18</th>\n",
       "      <td>10</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-19</th>\n",
       "      <td>10</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-20</th>\n",
       "      <td>10</td>\n",
       "      <td>61</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>64</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>74</td>\n",
       "      <td>75</td>\n",
       "      <td>76</td>\n",
       "      <td>77</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-21</th>\n",
       "      <td>10</td>\n",
       "      <td>81</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>96</td>\n",
       "      <td>97</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-22</th>\n",
       "      <td>10</td>\n",
       "      <td>101</td>\n",
       "      <td>102</td>\n",
       "      <td>103</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>106</td>\n",
       "      <td>107</td>\n",
       "      <td>108</td>\n",
       "      <td>109</td>\n",
       "      <td>110</td>\n",
       "      <td>111</td>\n",
       "      <td>112</td>\n",
       "      <td>113</td>\n",
       "      <td>114</td>\n",
       "      <td>115</td>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "      <td>118</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-23</th>\n",
       "      <td>10</td>\n",
       "      <td>121</td>\n",
       "      <td>122</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>125</td>\n",
       "      <td>126</td>\n",
       "      <td>127</td>\n",
       "      <td>128</td>\n",
       "      <td>129</td>\n",
       "      <td>130</td>\n",
       "      <td>131</td>\n",
       "      <td>132</td>\n",
       "      <td>133</td>\n",
       "      <td>134</td>\n",
       "      <td>135</td>\n",
       "      <td>136</td>\n",
       "      <td>137</td>\n",
       "      <td>138</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-24</th>\n",
       "      <td>10</td>\n",
       "      <td>141</td>\n",
       "      <td>142</td>\n",
       "      <td>143</td>\n",
       "      <td>144</td>\n",
       "      <td>145</td>\n",
       "      <td>146</td>\n",
       "      <td>147</td>\n",
       "      <td>148</td>\n",
       "      <td>149</td>\n",
       "      <td>150</td>\n",
       "      <td>151</td>\n",
       "      <td>152</td>\n",
       "      <td>153</td>\n",
       "      <td>154</td>\n",
       "      <td>155</td>\n",
       "      <td>156</td>\n",
       "      <td>157</td>\n",
       "      <td>158</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-25</th>\n",
       "      <td>10</td>\n",
       "      <td>161</td>\n",
       "      <td>162</td>\n",
       "      <td>163</td>\n",
       "      <td>164</td>\n",
       "      <td>165</td>\n",
       "      <td>166</td>\n",
       "      <td>167</td>\n",
       "      <td>168</td>\n",
       "      <td>169</td>\n",
       "      <td>170</td>\n",
       "      <td>171</td>\n",
       "      <td>172</td>\n",
       "      <td>173</td>\n",
       "      <td>174</td>\n",
       "      <td>175</td>\n",
       "      <td>176</td>\n",
       "      <td>177</td>\n",
       "      <td>178</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-26</th>\n",
       "      <td>10</td>\n",
       "      <td>181</td>\n",
       "      <td>182</td>\n",
       "      <td>183</td>\n",
       "      <td>184</td>\n",
       "      <td>185</td>\n",
       "      <td>186</td>\n",
       "      <td>187</td>\n",
       "      <td>188</td>\n",
       "      <td>189</td>\n",
       "      <td>190</td>\n",
       "      <td>191</td>\n",
       "      <td>192</td>\n",
       "      <td>193</td>\n",
       "      <td>194</td>\n",
       "      <td>195</td>\n",
       "      <td>196</td>\n",
       "      <td>197</td>\n",
       "      <td>198</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-27</th>\n",
       "      <td>10</td>\n",
       "      <td>201</td>\n",
       "      <td>202</td>\n",
       "      <td>203</td>\n",
       "      <td>204</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "      <td>207</td>\n",
       "      <td>208</td>\n",
       "      <td>209</td>\n",
       "      <td>210</td>\n",
       "      <td>211</td>\n",
       "      <td>212</td>\n",
       "      <td>213</td>\n",
       "      <td>214</td>\n",
       "      <td>215</td>\n",
       "      <td>216</td>\n",
       "      <td>217</td>\n",
       "      <td>218</td>\n",
       "      <td>219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-28</th>\n",
       "      <td>10</td>\n",
       "      <td>221</td>\n",
       "      <td>222</td>\n",
       "      <td>223</td>\n",
       "      <td>224</td>\n",
       "      <td>225</td>\n",
       "      <td>226</td>\n",
       "      <td>227</td>\n",
       "      <td>228</td>\n",
       "      <td>229</td>\n",
       "      <td>230</td>\n",
       "      <td>231</td>\n",
       "      <td>232</td>\n",
       "      <td>233</td>\n",
       "      <td>234</td>\n",
       "      <td>235</td>\n",
       "      <td>236</td>\n",
       "      <td>237</td>\n",
       "      <td>238</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-29</th>\n",
       "      <td>10</td>\n",
       "      <td>241</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>246</td>\n",
       "      <td>247</td>\n",
       "      <td>248</td>\n",
       "      <td>249</td>\n",
       "      <td>250</td>\n",
       "      <td>251</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>254</td>\n",
       "      <td>255</td>\n",
       "      <td>256</td>\n",
       "      <td>257</td>\n",
       "      <td>258</td>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-30</th>\n",
       "      <td>10</td>\n",
       "      <td>261</td>\n",
       "      <td>262</td>\n",
       "      <td>263</td>\n",
       "      <td>264</td>\n",
       "      <td>265</td>\n",
       "      <td>266</td>\n",
       "      <td>267</td>\n",
       "      <td>268</td>\n",
       "      <td>269</td>\n",
       "      <td>270</td>\n",
       "      <td>271</td>\n",
       "      <td>272</td>\n",
       "      <td>273</td>\n",
       "      <td>274</td>\n",
       "      <td>275</td>\n",
       "      <td>276</td>\n",
       "      <td>277</td>\n",
       "      <td>278</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-31</th>\n",
       "      <td>10</td>\n",
       "      <td>281</td>\n",
       "      <td>282</td>\n",
       "      <td>283</td>\n",
       "      <td>284</td>\n",
       "      <td>285</td>\n",
       "      <td>286</td>\n",
       "      <td>287</td>\n",
       "      <td>288</td>\n",
       "      <td>289</td>\n",
       "      <td>290</td>\n",
       "      <td>291</td>\n",
       "      <td>292</td>\n",
       "      <td>293</td>\n",
       "      <td>294</td>\n",
       "      <td>295</td>\n",
       "      <td>296</td>\n",
       "      <td>297</td>\n",
       "      <td>298</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-01</th>\n",
       "      <td>10</td>\n",
       "      <td>301</td>\n",
       "      <td>302</td>\n",
       "      <td>303</td>\n",
       "      <td>304</td>\n",
       "      <td>305</td>\n",
       "      <td>306</td>\n",
       "      <td>307</td>\n",
       "      <td>308</td>\n",
       "      <td>309</td>\n",
       "      <td>310</td>\n",
       "      <td>311</td>\n",
       "      <td>312</td>\n",
       "      <td>313</td>\n",
       "      <td>314</td>\n",
       "      <td>315</td>\n",
       "      <td>316</td>\n",
       "      <td>317</td>\n",
       "      <td>318</td>\n",
       "      <td>319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-02</th>\n",
       "      <td>10</td>\n",
       "      <td>321</td>\n",
       "      <td>322</td>\n",
       "      <td>323</td>\n",
       "      <td>324</td>\n",
       "      <td>325</td>\n",
       "      <td>326</td>\n",
       "      <td>327</td>\n",
       "      <td>328</td>\n",
       "      <td>329</td>\n",
       "      <td>330</td>\n",
       "      <td>331</td>\n",
       "      <td>332</td>\n",
       "      <td>333</td>\n",
       "      <td>334</td>\n",
       "      <td>335</td>\n",
       "      <td>336</td>\n",
       "      <td>337</td>\n",
       "      <td>338</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-03</th>\n",
       "      <td>10</td>\n",
       "      <td>341</td>\n",
       "      <td>342</td>\n",
       "      <td>343</td>\n",
       "      <td>344</td>\n",
       "      <td>345</td>\n",
       "      <td>346</td>\n",
       "      <td>347</td>\n",
       "      <td>348</td>\n",
       "      <td>349</td>\n",
       "      <td>350</td>\n",
       "      <td>351</td>\n",
       "      <td>352</td>\n",
       "      <td>353</td>\n",
       "      <td>354</td>\n",
       "      <td>355</td>\n",
       "      <td>356</td>\n",
       "      <td>357</td>\n",
       "      <td>358</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-04</th>\n",
       "      <td>10</td>\n",
       "      <td>361</td>\n",
       "      <td>362</td>\n",
       "      <td>363</td>\n",
       "      <td>364</td>\n",
       "      <td>365</td>\n",
       "      <td>366</td>\n",
       "      <td>367</td>\n",
       "      <td>368</td>\n",
       "      <td>369</td>\n",
       "      <td>370</td>\n",
       "      <td>371</td>\n",
       "      <td>372</td>\n",
       "      <td>373</td>\n",
       "      <td>374</td>\n",
       "      <td>375</td>\n",
       "      <td>376</td>\n",
       "      <td>377</td>\n",
       "      <td>378</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-05</th>\n",
       "      <td>10</td>\n",
       "      <td>381</td>\n",
       "      <td>382</td>\n",
       "      <td>383</td>\n",
       "      <td>384</td>\n",
       "      <td>385</td>\n",
       "      <td>386</td>\n",
       "      <td>387</td>\n",
       "      <td>388</td>\n",
       "      <td>389</td>\n",
       "      <td>390</td>\n",
       "      <td>391</td>\n",
       "      <td>392</td>\n",
       "      <td>393</td>\n",
       "      <td>394</td>\n",
       "      <td>395</td>\n",
       "      <td>396</td>\n",
       "      <td>397</td>\n",
       "      <td>398</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-06</th>\n",
       "      <td>10</td>\n",
       "      <td>401</td>\n",
       "      <td>402</td>\n",
       "      <td>403</td>\n",
       "      <td>404</td>\n",
       "      <td>405</td>\n",
       "      <td>406</td>\n",
       "      <td>407</td>\n",
       "      <td>408</td>\n",
       "      <td>409</td>\n",
       "      <td>410</td>\n",
       "      <td>411</td>\n",
       "      <td>412</td>\n",
       "      <td>413</td>\n",
       "      <td>414</td>\n",
       "      <td>415</td>\n",
       "      <td>416</td>\n",
       "      <td>417</td>\n",
       "      <td>418</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-07</th>\n",
       "      <td>10</td>\n",
       "      <td>421</td>\n",
       "      <td>422</td>\n",
       "      <td>423</td>\n",
       "      <td>424</td>\n",
       "      <td>425</td>\n",
       "      <td>426</td>\n",
       "      <td>427</td>\n",
       "      <td>428</td>\n",
       "      <td>429</td>\n",
       "      <td>430</td>\n",
       "      <td>431</td>\n",
       "      <td>432</td>\n",
       "      <td>433</td>\n",
       "      <td>434</td>\n",
       "      <td>435</td>\n",
       "      <td>436</td>\n",
       "      <td>437</td>\n",
       "      <td>438</td>\n",
       "      <td>439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-08</th>\n",
       "      <td>10</td>\n",
       "      <td>441</td>\n",
       "      <td>442</td>\n",
       "      <td>443</td>\n",
       "      <td>444</td>\n",
       "      <td>445</td>\n",
       "      <td>446</td>\n",
       "      <td>447</td>\n",
       "      <td>448</td>\n",
       "      <td>449</td>\n",
       "      <td>450</td>\n",
       "      <td>451</td>\n",
       "      <td>452</td>\n",
       "      <td>453</td>\n",
       "      <td>454</td>\n",
       "      <td>455</td>\n",
       "      <td>456</td>\n",
       "      <td>457</td>\n",
       "      <td>458</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-09</th>\n",
       "      <td>10</td>\n",
       "      <td>461</td>\n",
       "      <td>462</td>\n",
       "      <td>463</td>\n",
       "      <td>464</td>\n",
       "      <td>465</td>\n",
       "      <td>466</td>\n",
       "      <td>467</td>\n",
       "      <td>468</td>\n",
       "      <td>469</td>\n",
       "      <td>470</td>\n",
       "      <td>471</td>\n",
       "      <td>472</td>\n",
       "      <td>473</td>\n",
       "      <td>474</td>\n",
       "      <td>475</td>\n",
       "      <td>476</td>\n",
       "      <td>477</td>\n",
       "      <td>478</td>\n",
       "      <td>479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-10</th>\n",
       "      <td>10</td>\n",
       "      <td>481</td>\n",
       "      <td>482</td>\n",
       "      <td>483</td>\n",
       "      <td>484</td>\n",
       "      <td>485</td>\n",
       "      <td>486</td>\n",
       "      <td>487</td>\n",
       "      <td>488</td>\n",
       "      <td>489</td>\n",
       "      <td>490</td>\n",
       "      <td>491</td>\n",
       "      <td>492</td>\n",
       "      <td>493</td>\n",
       "      <td>494</td>\n",
       "      <td>495</td>\n",
       "      <td>496</td>\n",
       "      <td>497</td>\n",
       "      <td>498</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-11</th>\n",
       "      <td>10</td>\n",
       "      <td>501</td>\n",
       "      <td>502</td>\n",
       "      <td>503</td>\n",
       "      <td>504</td>\n",
       "      <td>505</td>\n",
       "      <td>506</td>\n",
       "      <td>507</td>\n",
       "      <td>508</td>\n",
       "      <td>509</td>\n",
       "      <td>510</td>\n",
       "      <td>511</td>\n",
       "      <td>512</td>\n",
       "      <td>513</td>\n",
       "      <td>514</td>\n",
       "      <td>515</td>\n",
       "      <td>516</td>\n",
       "      <td>517</td>\n",
       "      <td>518</td>\n",
       "      <td>519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-12</th>\n",
       "      <td>10</td>\n",
       "      <td>521</td>\n",
       "      <td>522</td>\n",
       "      <td>523</td>\n",
       "      <td>524</td>\n",
       "      <td>525</td>\n",
       "      <td>526</td>\n",
       "      <td>527</td>\n",
       "      <td>528</td>\n",
       "      <td>529</td>\n",
       "      <td>530</td>\n",
       "      <td>531</td>\n",
       "      <td>532</td>\n",
       "      <td>533</td>\n",
       "      <td>534</td>\n",
       "      <td>535</td>\n",
       "      <td>536</td>\n",
       "      <td>537</td>\n",
       "      <td>538</td>\n",
       "      <td>539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-13</th>\n",
       "      <td>10</td>\n",
       "      <td>541</td>\n",
       "      <td>542</td>\n",
       "      <td>543</td>\n",
       "      <td>544</td>\n",
       "      <td>545</td>\n",
       "      <td>546</td>\n",
       "      <td>547</td>\n",
       "      <td>548</td>\n",
       "      <td>549</td>\n",
       "      <td>550</td>\n",
       "      <td>551</td>\n",
       "      <td>552</td>\n",
       "      <td>553</td>\n",
       "      <td>554</td>\n",
       "      <td>555</td>\n",
       "      <td>556</td>\n",
       "      <td>557</td>\n",
       "      <td>558</td>\n",
       "      <td>559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-14</th>\n",
       "      <td>10</td>\n",
       "      <td>561</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>566</td>\n",
       "      <td>567</td>\n",
       "      <td>568</td>\n",
       "      <td>569</td>\n",
       "      <td>570</td>\n",
       "      <td>571</td>\n",
       "      <td>572</td>\n",
       "      <td>573</td>\n",
       "      <td>574</td>\n",
       "      <td>575</td>\n",
       "      <td>576</td>\n",
       "      <td>577</td>\n",
       "      <td>578</td>\n",
       "      <td>579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-15</th>\n",
       "      <td>10</td>\n",
       "      <td>581</td>\n",
       "      <td>582</td>\n",
       "      <td>583</td>\n",
       "      <td>584</td>\n",
       "      <td>585</td>\n",
       "      <td>586</td>\n",
       "      <td>587</td>\n",
       "      <td>588</td>\n",
       "      <td>589</td>\n",
       "      <td>590</td>\n",
       "      <td>591</td>\n",
       "      <td>592</td>\n",
       "      <td>593</td>\n",
       "      <td>594</td>\n",
       "      <td>595</td>\n",
       "      <td>596</td>\n",
       "      <td>597</td>\n",
       "      <td>598</td>\n",
       "      <td>599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-16</th>\n",
       "      <td>10</td>\n",
       "      <td>601</td>\n",
       "      <td>602</td>\n",
       "      <td>603</td>\n",
       "      <td>604</td>\n",
       "      <td>605</td>\n",
       "      <td>606</td>\n",
       "      <td>607</td>\n",
       "      <td>608</td>\n",
       "      <td>609</td>\n",
       "      <td>610</td>\n",
       "      <td>611</td>\n",
       "      <td>612</td>\n",
       "      <td>613</td>\n",
       "      <td>614</td>\n",
       "      <td>615</td>\n",
       "      <td>616</td>\n",
       "      <td>617</td>\n",
       "      <td>618</td>\n",
       "      <td>619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-17</th>\n",
       "      <td>10</td>\n",
       "      <td>621</td>\n",
       "      <td>622</td>\n",
       "      <td>623</td>\n",
       "      <td>624</td>\n",
       "      <td>625</td>\n",
       "      <td>626</td>\n",
       "      <td>627</td>\n",
       "      <td>628</td>\n",
       "      <td>629</td>\n",
       "      <td>630</td>\n",
       "      <td>631</td>\n",
       "      <td>632</td>\n",
       "      <td>633</td>\n",
       "      <td>634</td>\n",
       "      <td>635</td>\n",
       "      <td>636</td>\n",
       "      <td>637</td>\n",
       "      <td>638</td>\n",
       "      <td>639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-18</th>\n",
       "      <td>10</td>\n",
       "      <td>641</td>\n",
       "      <td>642</td>\n",
       "      <td>643</td>\n",
       "      <td>644</td>\n",
       "      <td>645</td>\n",
       "      <td>646</td>\n",
       "      <td>647</td>\n",
       "      <td>648</td>\n",
       "      <td>649</td>\n",
       "      <td>650</td>\n",
       "      <td>651</td>\n",
       "      <td>652</td>\n",
       "      <td>653</td>\n",
       "      <td>654</td>\n",
       "      <td>655</td>\n",
       "      <td>656</td>\n",
       "      <td>657</td>\n",
       "      <td>658</td>\n",
       "      <td>659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-19</th>\n",
       "      <td>10</td>\n",
       "      <td>661</td>\n",
       "      <td>662</td>\n",
       "      <td>663</td>\n",
       "      <td>664</td>\n",
       "      <td>665</td>\n",
       "      <td>666</td>\n",
       "      <td>667</td>\n",
       "      <td>668</td>\n",
       "      <td>669</td>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-20</th>\n",
       "      <td>10</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "      <td>690</td>\n",
       "      <td>691</td>\n",
       "      <td>692</td>\n",
       "      <td>693</td>\n",
       "      <td>694</td>\n",
       "      <td>695</td>\n",
       "      <td>696</td>\n",
       "      <td>697</td>\n",
       "      <td>698</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-21</th>\n",
       "      <td>10</td>\n",
       "      <td>701</td>\n",
       "      <td>702</td>\n",
       "      <td>703</td>\n",
       "      <td>704</td>\n",
       "      <td>705</td>\n",
       "      <td>706</td>\n",
       "      <td>707</td>\n",
       "      <td>708</td>\n",
       "      <td>709</td>\n",
       "      <td>710</td>\n",
       "      <td>711</td>\n",
       "      <td>712</td>\n",
       "      <td>713</td>\n",
       "      <td>714</td>\n",
       "      <td>715</td>\n",
       "      <td>716</td>\n",
       "      <td>717</td>\n",
       "      <td>718</td>\n",
       "      <td>719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-22</th>\n",
       "      <td>10</td>\n",
       "      <td>721</td>\n",
       "      <td>722</td>\n",
       "      <td>723</td>\n",
       "      <td>724</td>\n",
       "      <td>725</td>\n",
       "      <td>726</td>\n",
       "      <td>727</td>\n",
       "      <td>728</td>\n",
       "      <td>729</td>\n",
       "      <td>730</td>\n",
       "      <td>731</td>\n",
       "      <td>732</td>\n",
       "      <td>733</td>\n",
       "      <td>734</td>\n",
       "      <td>735</td>\n",
       "      <td>736</td>\n",
       "      <td>737</td>\n",
       "      <td>738</td>\n",
       "      <td>739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-23</th>\n",
       "      <td>10</td>\n",
       "      <td>741</td>\n",
       "      <td>742</td>\n",
       "      <td>743</td>\n",
       "      <td>744</td>\n",
       "      <td>745</td>\n",
       "      <td>746</td>\n",
       "      <td>747</td>\n",
       "      <td>748</td>\n",
       "      <td>749</td>\n",
       "      <td>750</td>\n",
       "      <td>751</td>\n",
       "      <td>752</td>\n",
       "      <td>753</td>\n",
       "      <td>754</td>\n",
       "      <td>755</td>\n",
       "      <td>756</td>\n",
       "      <td>757</td>\n",
       "      <td>758</td>\n",
       "      <td>759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-24</th>\n",
       "      <td>10</td>\n",
       "      <td>761</td>\n",
       "      <td>762</td>\n",
       "      <td>763</td>\n",
       "      <td>764</td>\n",
       "      <td>765</td>\n",
       "      <td>766</td>\n",
       "      <td>767</td>\n",
       "      <td>768</td>\n",
       "      <td>769</td>\n",
       "      <td>770</td>\n",
       "      <td>771</td>\n",
       "      <td>772</td>\n",
       "      <td>773</td>\n",
       "      <td>774</td>\n",
       "      <td>775</td>\n",
       "      <td>776</td>\n",
       "      <td>777</td>\n",
       "      <td>778</td>\n",
       "      <td>779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-25</th>\n",
       "      <td>10</td>\n",
       "      <td>781</td>\n",
       "      <td>782</td>\n",
       "      <td>783</td>\n",
       "      <td>784</td>\n",
       "      <td>785</td>\n",
       "      <td>786</td>\n",
       "      <td>787</td>\n",
       "      <td>788</td>\n",
       "      <td>789</td>\n",
       "      <td>790</td>\n",
       "      <td>791</td>\n",
       "      <td>792</td>\n",
       "      <td>793</td>\n",
       "      <td>794</td>\n",
       "      <td>795</td>\n",
       "      <td>796</td>\n",
       "      <td>797</td>\n",
       "      <td>798</td>\n",
       "      <td>799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-26</th>\n",
       "      <td>10</td>\n",
       "      <td>801</td>\n",
       "      <td>802</td>\n",
       "      <td>803</td>\n",
       "      <td>804</td>\n",
       "      <td>805</td>\n",
       "      <td>806</td>\n",
       "      <td>807</td>\n",
       "      <td>808</td>\n",
       "      <td>809</td>\n",
       "      <td>810</td>\n",
       "      <td>811</td>\n",
       "      <td>812</td>\n",
       "      <td>813</td>\n",
       "      <td>814</td>\n",
       "      <td>815</td>\n",
       "      <td>816</td>\n",
       "      <td>817</td>\n",
       "      <td>818</td>\n",
       "      <td>819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-27</th>\n",
       "      <td>10</td>\n",
       "      <td>821</td>\n",
       "      <td>822</td>\n",
       "      <td>823</td>\n",
       "      <td>824</td>\n",
       "      <td>825</td>\n",
       "      <td>826</td>\n",
       "      <td>827</td>\n",
       "      <td>828</td>\n",
       "      <td>829</td>\n",
       "      <td>830</td>\n",
       "      <td>831</td>\n",
       "      <td>832</td>\n",
       "      <td>833</td>\n",
       "      <td>834</td>\n",
       "      <td>835</td>\n",
       "      <td>836</td>\n",
       "      <td>837</td>\n",
       "      <td>838</td>\n",
       "      <td>839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-28</th>\n",
       "      <td>10</td>\n",
       "      <td>841</td>\n",
       "      <td>842</td>\n",
       "      <td>843</td>\n",
       "      <td>844</td>\n",
       "      <td>845</td>\n",
       "      <td>846</td>\n",
       "      <td>847</td>\n",
       "      <td>848</td>\n",
       "      <td>849</td>\n",
       "      <td>850</td>\n",
       "      <td>851</td>\n",
       "      <td>852</td>\n",
       "      <td>853</td>\n",
       "      <td>854</td>\n",
       "      <td>855</td>\n",
       "      <td>856</td>\n",
       "      <td>857</td>\n",
       "      <td>858</td>\n",
       "      <td>859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-29</th>\n",
       "      <td>10</td>\n",
       "      <td>861</td>\n",
       "      <td>862</td>\n",
       "      <td>863</td>\n",
       "      <td>864</td>\n",
       "      <td>865</td>\n",
       "      <td>866</td>\n",
       "      <td>867</td>\n",
       "      <td>868</td>\n",
       "      <td>869</td>\n",
       "      <td>870</td>\n",
       "      <td>871</td>\n",
       "      <td>872</td>\n",
       "      <td>873</td>\n",
       "      <td>874</td>\n",
       "      <td>875</td>\n",
       "      <td>876</td>\n",
       "      <td>877</td>\n",
       "      <td>878</td>\n",
       "      <td>879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-30</th>\n",
       "      <td>10</td>\n",
       "      <td>881</td>\n",
       "      <td>882</td>\n",
       "      <td>883</td>\n",
       "      <td>884</td>\n",
       "      <td>885</td>\n",
       "      <td>886</td>\n",
       "      <td>887</td>\n",
       "      <td>888</td>\n",
       "      <td>889</td>\n",
       "      <td>890</td>\n",
       "      <td>891</td>\n",
       "      <td>892</td>\n",
       "      <td>893</td>\n",
       "      <td>894</td>\n",
       "      <td>895</td>\n",
       "      <td>896</td>\n",
       "      <td>897</td>\n",
       "      <td>898</td>\n",
       "      <td>899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-01</th>\n",
       "      <td>10</td>\n",
       "      <td>901</td>\n",
       "      <td>902</td>\n",
       "      <td>903</td>\n",
       "      <td>904</td>\n",
       "      <td>905</td>\n",
       "      <td>906</td>\n",
       "      <td>907</td>\n",
       "      <td>908</td>\n",
       "      <td>909</td>\n",
       "      <td>910</td>\n",
       "      <td>911</td>\n",
       "      <td>912</td>\n",
       "      <td>913</td>\n",
       "      <td>914</td>\n",
       "      <td>915</td>\n",
       "      <td>916</td>\n",
       "      <td>917</td>\n",
       "      <td>918</td>\n",
       "      <td>919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-02</th>\n",
       "      <td>10</td>\n",
       "      <td>921</td>\n",
       "      <td>922</td>\n",
       "      <td>923</td>\n",
       "      <td>924</td>\n",
       "      <td>925</td>\n",
       "      <td>926</td>\n",
       "      <td>927</td>\n",
       "      <td>928</td>\n",
       "      <td>929</td>\n",
       "      <td>930</td>\n",
       "      <td>931</td>\n",
       "      <td>932</td>\n",
       "      <td>933</td>\n",
       "      <td>934</td>\n",
       "      <td>935</td>\n",
       "      <td>936</td>\n",
       "      <td>937</td>\n",
       "      <td>938</td>\n",
       "      <td>939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-03</th>\n",
       "      <td>10</td>\n",
       "      <td>941</td>\n",
       "      <td>942</td>\n",
       "      <td>943</td>\n",
       "      <td>944</td>\n",
       "      <td>945</td>\n",
       "      <td>946</td>\n",
       "      <td>947</td>\n",
       "      <td>948</td>\n",
       "      <td>949</td>\n",
       "      <td>950</td>\n",
       "      <td>951</td>\n",
       "      <td>952</td>\n",
       "      <td>953</td>\n",
       "      <td>954</td>\n",
       "      <td>955</td>\n",
       "      <td>956</td>\n",
       "      <td>957</td>\n",
       "      <td>958</td>\n",
       "      <td>959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-04</th>\n",
       "      <td>10</td>\n",
       "      <td>961</td>\n",
       "      <td>962</td>\n",
       "      <td>963</td>\n",
       "      <td>964</td>\n",
       "      <td>965</td>\n",
       "      <td>966</td>\n",
       "      <td>967</td>\n",
       "      <td>968</td>\n",
       "      <td>969</td>\n",
       "      <td>970</td>\n",
       "      <td>971</td>\n",
       "      <td>972</td>\n",
       "      <td>973</td>\n",
       "      <td>974</td>\n",
       "      <td>975</td>\n",
       "      <td>976</td>\n",
       "      <td>977</td>\n",
       "      <td>978</td>\n",
       "      <td>979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-05</th>\n",
       "      <td>10</td>\n",
       "      <td>981</td>\n",
       "      <td>982</td>\n",
       "      <td>983</td>\n",
       "      <td>984</td>\n",
       "      <td>985</td>\n",
       "      <td>986</td>\n",
       "      <td>987</td>\n",
       "      <td>988</td>\n",
       "      <td>989</td>\n",
       "      <td>990</td>\n",
       "      <td>991</td>\n",
       "      <td>992</td>\n",
       "      <td>993</td>\n",
       "      <td>994</td>\n",
       "      <td>995</td>\n",
       "      <td>996</td>\n",
       "      <td>997</td>\n",
       "      <td>998</td>\n",
       "      <td>999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-06</th>\n",
       "      <td>10</td>\n",
       "      <td>1001</td>\n",
       "      <td>1002</td>\n",
       "      <td>1003</td>\n",
       "      <td>1004</td>\n",
       "      <td>1005</td>\n",
       "      <td>1006</td>\n",
       "      <td>1007</td>\n",
       "      <td>1008</td>\n",
       "      <td>1009</td>\n",
       "      <td>1010</td>\n",
       "      <td>1011</td>\n",
       "      <td>1012</td>\n",
       "      <td>1013</td>\n",
       "      <td>1014</td>\n",
       "      <td>1015</td>\n",
       "      <td>1016</td>\n",
       "      <td>1017</td>\n",
       "      <td>1018</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-07</th>\n",
       "      <td>10</td>\n",
       "      <td>1021</td>\n",
       "      <td>1022</td>\n",
       "      <td>1023</td>\n",
       "      <td>1024</td>\n",
       "      <td>1025</td>\n",
       "      <td>1026</td>\n",
       "      <td>1027</td>\n",
       "      <td>1028</td>\n",
       "      <td>1029</td>\n",
       "      <td>1030</td>\n",
       "      <td>1031</td>\n",
       "      <td>1032</td>\n",
       "      <td>1033</td>\n",
       "      <td>1034</td>\n",
       "      <td>1035</td>\n",
       "      <td>1036</td>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-08</th>\n",
       "      <td>10</td>\n",
       "      <td>1041</td>\n",
       "      <td>1042</td>\n",
       "      <td>1043</td>\n",
       "      <td>1044</td>\n",
       "      <td>1045</td>\n",
       "      <td>1046</td>\n",
       "      <td>1047</td>\n",
       "      <td>1048</td>\n",
       "      <td>1049</td>\n",
       "      <td>1050</td>\n",
       "      <td>1051</td>\n",
       "      <td>1052</td>\n",
       "      <td>1053</td>\n",
       "      <td>1054</td>\n",
       "      <td>1055</td>\n",
       "      <td>1056</td>\n",
       "      <td>1057</td>\n",
       "      <td>1058</td>\n",
       "      <td>1059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-09</th>\n",
       "      <td>10</td>\n",
       "      <td>1061</td>\n",
       "      <td>1062</td>\n",
       "      <td>1063</td>\n",
       "      <td>1064</td>\n",
       "      <td>1065</td>\n",
       "      <td>1066</td>\n",
       "      <td>1067</td>\n",
       "      <td>1068</td>\n",
       "      <td>1069</td>\n",
       "      <td>1070</td>\n",
       "      <td>1071</td>\n",
       "      <td>1072</td>\n",
       "      <td>1073</td>\n",
       "      <td>1074</td>\n",
       "      <td>1075</td>\n",
       "      <td>1076</td>\n",
       "      <td>1077</td>\n",
       "      <td>1078</td>\n",
       "      <td>1079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-10</th>\n",
       "      <td>10</td>\n",
       "      <td>1081</td>\n",
       "      <td>1082</td>\n",
       "      <td>1083</td>\n",
       "      <td>1084</td>\n",
       "      <td>1085</td>\n",
       "      <td>1086</td>\n",
       "      <td>1087</td>\n",
       "      <td>1088</td>\n",
       "      <td>1089</td>\n",
       "      <td>1090</td>\n",
       "      <td>1091</td>\n",
       "      <td>1092</td>\n",
       "      <td>1093</td>\n",
       "      <td>1094</td>\n",
       "      <td>1095</td>\n",
       "      <td>1096</td>\n",
       "      <td>1097</td>\n",
       "      <td>1098</td>\n",
       "      <td>1099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-11</th>\n",
       "      <td>10</td>\n",
       "      <td>1101</td>\n",
       "      <td>1102</td>\n",
       "      <td>1103</td>\n",
       "      <td>1104</td>\n",
       "      <td>1105</td>\n",
       "      <td>1106</td>\n",
       "      <td>1107</td>\n",
       "      <td>1108</td>\n",
       "      <td>1109</td>\n",
       "      <td>1110</td>\n",
       "      <td>1111</td>\n",
       "      <td>1112</td>\n",
       "      <td>1113</td>\n",
       "      <td>1114</td>\n",
       "      <td>1115</td>\n",
       "      <td>1116</td>\n",
       "      <td>1117</td>\n",
       "      <td>1118</td>\n",
       "      <td>1119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-12</th>\n",
       "      <td>10</td>\n",
       "      <td>1121</td>\n",
       "      <td>1122</td>\n",
       "      <td>1123</td>\n",
       "      <td>1124</td>\n",
       "      <td>1125</td>\n",
       "      <td>1126</td>\n",
       "      <td>1127</td>\n",
       "      <td>1128</td>\n",
       "      <td>1129</td>\n",
       "      <td>1130</td>\n",
       "      <td>1131</td>\n",
       "      <td>1132</td>\n",
       "      <td>1133</td>\n",
       "      <td>1134</td>\n",
       "      <td>1135</td>\n",
       "      <td>1136</td>\n",
       "      <td>1137</td>\n",
       "      <td>1138</td>\n",
       "      <td>1139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-13</th>\n",
       "      <td>10</td>\n",
       "      <td>1141</td>\n",
       "      <td>1142</td>\n",
       "      <td>1143</td>\n",
       "      <td>1144</td>\n",
       "      <td>1145</td>\n",
       "      <td>1146</td>\n",
       "      <td>1147</td>\n",
       "      <td>1148</td>\n",
       "      <td>1149</td>\n",
       "      <td>1150</td>\n",
       "      <td>1151</td>\n",
       "      <td>1152</td>\n",
       "      <td>1153</td>\n",
       "      <td>1154</td>\n",
       "      <td>1155</td>\n",
       "      <td>1156</td>\n",
       "      <td>1157</td>\n",
       "      <td>1158</td>\n",
       "      <td>1159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-14</th>\n",
       "      <td>10</td>\n",
       "      <td>1161</td>\n",
       "      <td>1162</td>\n",
       "      <td>1163</td>\n",
       "      <td>1164</td>\n",
       "      <td>1165</td>\n",
       "      <td>1166</td>\n",
       "      <td>1167</td>\n",
       "      <td>1168</td>\n",
       "      <td>1169</td>\n",
       "      <td>1170</td>\n",
       "      <td>1171</td>\n",
       "      <td>1172</td>\n",
       "      <td>1173</td>\n",
       "      <td>1174</td>\n",
       "      <td>1175</td>\n",
       "      <td>1176</td>\n",
       "      <td>1177</td>\n",
       "      <td>1178</td>\n",
       "      <td>1179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-15</th>\n",
       "      <td>10</td>\n",
       "      <td>1181</td>\n",
       "      <td>1182</td>\n",
       "      <td>1183</td>\n",
       "      <td>1184</td>\n",
       "      <td>1185</td>\n",
       "      <td>1186</td>\n",
       "      <td>1187</td>\n",
       "      <td>1188</td>\n",
       "      <td>1189</td>\n",
       "      <td>1190</td>\n",
       "      <td>1191</td>\n",
       "      <td>1192</td>\n",
       "      <td>1193</td>\n",
       "      <td>1194</td>\n",
       "      <td>1195</td>\n",
       "      <td>1196</td>\n",
       "      <td>1197</td>\n",
       "      <td>1198</td>\n",
       "      <td>1199</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            0     1     2     3     4     5     6     7     8     9     10  \\\n",
       "2018-03-17  10     1     2     3     4     5     6     7     8     9    10   \n",
       "2018-03-18  10    21    22    23    24    25    26    27    28    29    30   \n",
       "2018-03-19  10    41    42    43    44    45    46    47    48    49    50   \n",
       "2018-03-20  10    61    62    63    64    65    66    67    68    69    70   \n",
       "2018-03-21  10    81    82    83    84    85    86    87    88    89    90   \n",
       "2018-03-22  10   101   102   103   104   105   106   107   108   109   110   \n",
       "2018-03-23  10   121   122   123   124   125   126   127   128   129   130   \n",
       "2018-03-24  10   141   142   143   144   145   146   147   148   149   150   \n",
       "2018-03-25  10   161   162   163   164   165   166   167   168   169   170   \n",
       "2018-03-26  10   181   182   183   184   185   186   187   188   189   190   \n",
       "2018-03-27  10   201   202   203   204   205   206   207   208   209   210   \n",
       "2018-03-28  10   221   222   223   224   225   226   227   228   229   230   \n",
       "2018-03-29  10   241   242   243   244   245   246   247   248   249   250   \n",
       "2018-03-30  10   261   262   263   264   265   266   267   268   269   270   \n",
       "2018-03-31  10   281   282   283   284   285   286   287   288   289   290   \n",
       "2018-04-01  10   301   302   303   304   305   306   307   308   309   310   \n",
       "2018-04-02  10   321   322   323   324   325   326   327   328   329   330   \n",
       "2018-04-03  10   341   342   343   344   345   346   347   348   349   350   \n",
       "2018-04-04  10   361   362   363   364   365   366   367   368   369   370   \n",
       "2018-04-05  10   381   382   383   384   385   386   387   388   389   390   \n",
       "2018-04-06  10   401   402   403   404   405   406   407   408   409   410   \n",
       "2018-04-07  10   421   422   423   424   425   426   427   428   429   430   \n",
       "2018-04-08  10   441   442   443   444   445   446   447   448   449   450   \n",
       "2018-04-09  10   461   462   463   464   465   466   467   468   469   470   \n",
       "2018-04-10  10   481   482   483   484   485   486   487   488   489   490   \n",
       "2018-04-11  10   501   502   503   504   505   506   507   508   509   510   \n",
       "2018-04-12  10   521   522   523   524   525   526   527   528   529   530   \n",
       "2018-04-13  10   541   542   543   544   545   546   547   548   549   550   \n",
       "2018-04-14  10   561   562   563   564   565   566   567   568   569   570   \n",
       "2018-04-15  10   581   582   583   584   585   586   587   588   589   590   \n",
       "2018-04-16  10   601   602   603   604   605   606   607   608   609   610   \n",
       "2018-04-17  10   621   622   623   624   625   626   627   628   629   630   \n",
       "2018-04-18  10   641   642   643   644   645   646   647   648   649   650   \n",
       "2018-04-19  10   661   662   663   664   665   666   667   668   669   670   \n",
       "2018-04-20  10   681   682   683   684   685   686   687   688   689   690   \n",
       "2018-04-21  10   701   702   703   704   705   706   707   708   709   710   \n",
       "2018-04-22  10   721   722   723   724   725   726   727   728   729   730   \n",
       "2018-04-23  10   741   742   743   744   745   746   747   748   749   750   \n",
       "2018-04-24  10   761   762   763   764   765   766   767   768   769   770   \n",
       "2018-04-25  10   781   782   783   784   785   786   787   788   789   790   \n",
       "2018-04-26  10   801   802   803   804   805   806   807   808   809   810   \n",
       "2018-04-27  10   821   822   823   824   825   826   827   828   829   830   \n",
       "2018-04-28  10   841   842   843   844   845   846   847   848   849   850   \n",
       "2018-04-29  10   861   862   863   864   865   866   867   868   869   870   \n",
       "2018-04-30  10   881   882   883   884   885   886   887   888   889   890   \n",
       "2018-05-01  10   901   902   903   904   905   906   907   908   909   910   \n",
       "2018-05-02  10   921   922   923   924   925   926   927   928   929   930   \n",
       "2018-05-03  10   941   942   943   944   945   946   947   948   949   950   \n",
       "2018-05-04  10   961   962   963   964   965   966   967   968   969   970   \n",
       "2018-05-05  10   981   982   983   984   985   986   987   988   989   990   \n",
       "2018-05-06  10  1001  1002  1003  1004  1005  1006  1007  1008  1009  1010   \n",
       "2018-05-07  10  1021  1022  1023  1024  1025  1026  1027  1028  1029  1030   \n",
       "2018-05-08  10  1041  1042  1043  1044  1045  1046  1047  1048  1049  1050   \n",
       "2018-05-09  10  1061  1062  1063  1064  1065  1066  1067  1068  1069  1070   \n",
       "2018-05-10  10  1081  1082  1083  1084  1085  1086  1087  1088  1089  1090   \n",
       "2018-05-11  10  1101  1102  1103  1104  1105  1106  1107  1108  1109  1110   \n",
       "2018-05-12  10  1121  1122  1123  1124  1125  1126  1127  1128  1129  1130   \n",
       "2018-05-13  10  1141  1142  1143  1144  1145  1146  1147  1148  1149  1150   \n",
       "2018-05-14  10  1161  1162  1163  1164  1165  1166  1167  1168  1169  1170   \n",
       "2018-05-15  10  1181  1182  1183  1184  1185  1186  1187  1188  1189  1190   \n",
       "\n",
       "              11    12    13    14    15    16    17    18    19  \n",
       "2018-03-17    11    12    13    14    15    16    17    18    19  \n",
       "2018-03-18    31    32    33    34    35    36    37    38    39  \n",
       "2018-03-19    51    52    53    54    55    56    57    58    59  \n",
       "2018-03-20    71    72    73    74    75    76    77    78    79  \n",
       "2018-03-21    91    92    93    94    95    96    97    98    99  \n",
       "2018-03-22   111   112   113   114   115   116   117   118   119  \n",
       "2018-03-23   131   132   133   134   135   136   137   138   139  \n",
       "2018-03-24   151   152   153   154   155   156   157   158   159  \n",
       "2018-03-25   171   172   173   174   175   176   177   178   179  \n",
       "2018-03-26   191   192   193   194   195   196   197   198   199  \n",
       "2018-03-27   211   212   213   214   215   216   217   218   219  \n",
       "2018-03-28   231   232   233   234   235   236   237   238   239  \n",
       "2018-03-29   251   252   253   254   255   256   257   258   259  \n",
       "2018-03-30   271   272   273   274   275   276   277   278   279  \n",
       "2018-03-31   291   292   293   294   295   296   297   298   299  \n",
       "2018-04-01   311   312   313   314   315   316   317   318   319  \n",
       "2018-04-02   331   332   333   334   335   336   337   338   339  \n",
       "2018-04-03   351   352   353   354   355   356   357   358   359  \n",
       "2018-04-04   371   372   373   374   375   376   377   378   379  \n",
       "2018-04-05   391   392   393   394   395   396   397   398   399  \n",
       "2018-04-06   411   412   413   414   415   416   417   418   419  \n",
       "2018-04-07   431   432   433   434   435   436   437   438   439  \n",
       "2018-04-08   451   452   453   454   455   456   457   458   459  \n",
       "2018-04-09   471   472   473   474   475   476   477   478   479  \n",
       "2018-04-10   491   492   493   494   495   496   497   498   499  \n",
       "2018-04-11   511   512   513   514   515   516   517   518   519  \n",
       "2018-04-12   531   532   533   534   535   536   537   538   539  \n",
       "2018-04-13   551   552   553   554   555   556   557   558   559  \n",
       "2018-04-14   571   572   573   574   575   576   577   578   579  \n",
       "2018-04-15   591   592   593   594   595   596   597   598   599  \n",
       "2018-04-16   611   612   613   614   615   616   617   618   619  \n",
       "2018-04-17   631   632   633   634   635   636   637   638   639  \n",
       "2018-04-18   651   652   653   654   655   656   657   658   659  \n",
       "2018-04-19   671   672   673   674   675   676   677   678   679  \n",
       "2018-04-20   691   692   693   694   695   696   697   698   699  \n",
       "2018-04-21   711   712   713   714   715   716   717   718   719  \n",
       "2018-04-22   731   732   733   734   735   736   737   738   739  \n",
       "2018-04-23   751   752   753   754   755   756   757   758   759  \n",
       "2018-04-24   771   772   773   774   775   776   777   778   779  \n",
       "2018-04-25   791   792   793   794   795   796   797   798   799  \n",
       "2018-04-26   811   812   813   814   815   816   817   818   819  \n",
       "2018-04-27   831   832   833   834   835   836   837   838   839  \n",
       "2018-04-28   851   852   853   854   855   856   857   858   859  \n",
       "2018-04-29   871   872   873   874   875   876   877   878   879  \n",
       "2018-04-30   891   892   893   894   895   896   897   898   899  \n",
       "2018-05-01   911   912   913   914   915   916   917   918   919  \n",
       "2018-05-02   931   932   933   934   935   936   937   938   939  \n",
       "2018-05-03   951   952   953   954   955   956   957   958   959  \n",
       "2018-05-04   971   972   973   974   975   976   977   978   979  \n",
       "2018-05-05   991   992   993   994   995   996   997   998   999  \n",
       "2018-05-06  1011  1012  1013  1014  1015  1016  1017  1018  1019  \n",
       "2018-05-07  1031  1032  1033  1034  1035  1036  1037  1038  1039  \n",
       "2018-05-08  1051  1052  1053  1054  1055  1056  1057  1058  1059  \n",
       "2018-05-09  1071  1072  1073  1074  1075  1076  1077  1078  1079  \n",
       "2018-05-10  1091  1092  1093  1094  1095  1096  1097  1098  1099  \n",
       "2018-05-11  1111  1112  1113  1114  1115  1116  1117  1118  1119  \n",
       "2018-05-12  1131  1132  1133  1134  1135  1136  1137  1138  1139  \n",
       "2018-05-13  1151  1152  1153  1154  1155  1156  1157  1158  1159  \n",
       "2018-05-14  1171  1172  1173  1174  1175  1176  1177  1178  1179  \n",
       "2018-05-15  1191  1192  1193  1194  1195  1196  1197  1198  1199  "
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2018-03-18    23\n",
       "2018-03-19    43\n",
       "Freq: D, Name: 3, dtype: int64"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[[1,2],3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.to_csv('text.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>...</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-03-17</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-03-18</td>\n",
       "      <td>10</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-03-19</td>\n",
       "      <td>10</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-03-20</td>\n",
       "      <td>10</td>\n",
       "      <td>61</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>64</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>68</td>\n",
       "      <td>...</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>74</td>\n",
       "      <td>75</td>\n",
       "      <td>76</td>\n",
       "      <td>77</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-03-21</td>\n",
       "      <td>10</td>\n",
       "      <td>81</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>96</td>\n",
       "      <td>97</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-03-22</td>\n",
       "      <td>10</td>\n",
       "      <td>101</td>\n",
       "      <td>102</td>\n",
       "      <td>103</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>106</td>\n",
       "      <td>107</td>\n",
       "      <td>108</td>\n",
       "      <td>...</td>\n",
       "      <td>110</td>\n",
       "      <td>111</td>\n",
       "      <td>112</td>\n",
       "      <td>113</td>\n",
       "      <td>114</td>\n",
       "      <td>115</td>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "      <td>118</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-03-23</td>\n",
       "      <td>10</td>\n",
       "      <td>121</td>\n",
       "      <td>122</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>125</td>\n",
       "      <td>126</td>\n",
       "      <td>127</td>\n",
       "      <td>128</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>131</td>\n",
       "      <td>132</td>\n",
       "      <td>133</td>\n",
       "      <td>134</td>\n",
       "      <td>135</td>\n",
       "      <td>136</td>\n",
       "      <td>137</td>\n",
       "      <td>138</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-03-24</td>\n",
       "      <td>10</td>\n",
       "      <td>141</td>\n",
       "      <td>142</td>\n",
       "      <td>143</td>\n",
       "      <td>144</td>\n",
       "      <td>145</td>\n",
       "      <td>146</td>\n",
       "      <td>147</td>\n",
       "      <td>148</td>\n",
       "      <td>...</td>\n",
       "      <td>150</td>\n",
       "      <td>151</td>\n",
       "      <td>152</td>\n",
       "      <td>153</td>\n",
       "      <td>154</td>\n",
       "      <td>155</td>\n",
       "      <td>156</td>\n",
       "      <td>157</td>\n",
       "      <td>158</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-03-25</td>\n",
       "      <td>10</td>\n",
       "      <td>161</td>\n",
       "      <td>162</td>\n",
       "      <td>163</td>\n",
       "      <td>164</td>\n",
       "      <td>165</td>\n",
       "      <td>166</td>\n",
       "      <td>167</td>\n",
       "      <td>168</td>\n",
       "      <td>...</td>\n",
       "      <td>170</td>\n",
       "      <td>171</td>\n",
       "      <td>172</td>\n",
       "      <td>173</td>\n",
       "      <td>174</td>\n",
       "      <td>175</td>\n",
       "      <td>176</td>\n",
       "      <td>177</td>\n",
       "      <td>178</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-03-26</td>\n",
       "      <td>10</td>\n",
       "      <td>181</td>\n",
       "      <td>182</td>\n",
       "      <td>183</td>\n",
       "      <td>184</td>\n",
       "      <td>185</td>\n",
       "      <td>186</td>\n",
       "      <td>187</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>190</td>\n",
       "      <td>191</td>\n",
       "      <td>192</td>\n",
       "      <td>193</td>\n",
       "      <td>194</td>\n",
       "      <td>195</td>\n",
       "      <td>196</td>\n",
       "      <td>197</td>\n",
       "      <td>198</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-03-27</td>\n",
       "      <td>10</td>\n",
       "      <td>201</td>\n",
       "      <td>202</td>\n",
       "      <td>203</td>\n",
       "      <td>204</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "      <td>207</td>\n",
       "      <td>208</td>\n",
       "      <td>...</td>\n",
       "      <td>210</td>\n",
       "      <td>211</td>\n",
       "      <td>212</td>\n",
       "      <td>213</td>\n",
       "      <td>214</td>\n",
       "      <td>215</td>\n",
       "      <td>216</td>\n",
       "      <td>217</td>\n",
       "      <td>218</td>\n",
       "      <td>219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-03-28</td>\n",
       "      <td>10</td>\n",
       "      <td>221</td>\n",
       "      <td>222</td>\n",
       "      <td>223</td>\n",
       "      <td>224</td>\n",
       "      <td>225</td>\n",
       "      <td>226</td>\n",
       "      <td>227</td>\n",
       "      <td>228</td>\n",
       "      <td>...</td>\n",
       "      <td>230</td>\n",
       "      <td>231</td>\n",
       "      <td>232</td>\n",
       "      <td>233</td>\n",
       "      <td>234</td>\n",
       "      <td>235</td>\n",
       "      <td>236</td>\n",
       "      <td>237</td>\n",
       "      <td>238</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018-03-29</td>\n",
       "      <td>10</td>\n",
       "      <td>241</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>246</td>\n",
       "      <td>247</td>\n",
       "      <td>248</td>\n",
       "      <td>...</td>\n",
       "      <td>250</td>\n",
       "      <td>251</td>\n",
       "      <td>252</td>\n",
       "      <td>253</td>\n",
       "      <td>254</td>\n",
       "      <td>255</td>\n",
       "      <td>256</td>\n",
       "      <td>257</td>\n",
       "      <td>258</td>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018-03-30</td>\n",
       "      <td>10</td>\n",
       "      <td>261</td>\n",
       "      <td>262</td>\n",
       "      <td>263</td>\n",
       "      <td>264</td>\n",
       "      <td>265</td>\n",
       "      <td>266</td>\n",
       "      <td>267</td>\n",
       "      <td>268</td>\n",
       "      <td>...</td>\n",
       "      <td>270</td>\n",
       "      <td>271</td>\n",
       "      <td>272</td>\n",
       "      <td>273</td>\n",
       "      <td>274</td>\n",
       "      <td>275</td>\n",
       "      <td>276</td>\n",
       "      <td>277</td>\n",
       "      <td>278</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>10</td>\n",
       "      <td>281</td>\n",
       "      <td>282</td>\n",
       "      <td>283</td>\n",
       "      <td>284</td>\n",
       "      <td>285</td>\n",
       "      <td>286</td>\n",
       "      <td>287</td>\n",
       "      <td>288</td>\n",
       "      <td>...</td>\n",
       "      <td>290</td>\n",
       "      <td>291</td>\n",
       "      <td>292</td>\n",
       "      <td>293</td>\n",
       "      <td>294</td>\n",
       "      <td>295</td>\n",
       "      <td>296</td>\n",
       "      <td>297</td>\n",
       "      <td>298</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018-04-01</td>\n",
       "      <td>10</td>\n",
       "      <td>301</td>\n",
       "      <td>302</td>\n",
       "      <td>303</td>\n",
       "      <td>304</td>\n",
       "      <td>305</td>\n",
       "      <td>306</td>\n",
       "      <td>307</td>\n",
       "      <td>308</td>\n",
       "      <td>...</td>\n",
       "      <td>310</td>\n",
       "      <td>311</td>\n",
       "      <td>312</td>\n",
       "      <td>313</td>\n",
       "      <td>314</td>\n",
       "      <td>315</td>\n",
       "      <td>316</td>\n",
       "      <td>317</td>\n",
       "      <td>318</td>\n",
       "      <td>319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018-04-02</td>\n",
       "      <td>10</td>\n",
       "      <td>321</td>\n",
       "      <td>322</td>\n",
       "      <td>323</td>\n",
       "      <td>324</td>\n",
       "      <td>325</td>\n",
       "      <td>326</td>\n",
       "      <td>327</td>\n",
       "      <td>328</td>\n",
       "      <td>...</td>\n",
       "      <td>330</td>\n",
       "      <td>331</td>\n",
       "      <td>332</td>\n",
       "      <td>333</td>\n",
       "      <td>334</td>\n",
       "      <td>335</td>\n",
       "      <td>336</td>\n",
       "      <td>337</td>\n",
       "      <td>338</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-04-03</td>\n",
       "      <td>10</td>\n",
       "      <td>341</td>\n",
       "      <td>342</td>\n",
       "      <td>343</td>\n",
       "      <td>344</td>\n",
       "      <td>345</td>\n",
       "      <td>346</td>\n",
       "      <td>347</td>\n",
       "      <td>348</td>\n",
       "      <td>...</td>\n",
       "      <td>350</td>\n",
       "      <td>351</td>\n",
       "      <td>352</td>\n",
       "      <td>353</td>\n",
       "      <td>354</td>\n",
       "      <td>355</td>\n",
       "      <td>356</td>\n",
       "      <td>357</td>\n",
       "      <td>358</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>10</td>\n",
       "      <td>361</td>\n",
       "      <td>362</td>\n",
       "      <td>363</td>\n",
       "      <td>364</td>\n",
       "      <td>365</td>\n",
       "      <td>366</td>\n",
       "      <td>367</td>\n",
       "      <td>368</td>\n",
       "      <td>...</td>\n",
       "      <td>370</td>\n",
       "      <td>371</td>\n",
       "      <td>372</td>\n",
       "      <td>373</td>\n",
       "      <td>374</td>\n",
       "      <td>375</td>\n",
       "      <td>376</td>\n",
       "      <td>377</td>\n",
       "      <td>378</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>10</td>\n",
       "      <td>381</td>\n",
       "      <td>382</td>\n",
       "      <td>383</td>\n",
       "      <td>384</td>\n",
       "      <td>385</td>\n",
       "      <td>386</td>\n",
       "      <td>387</td>\n",
       "      <td>388</td>\n",
       "      <td>...</td>\n",
       "      <td>390</td>\n",
       "      <td>391</td>\n",
       "      <td>392</td>\n",
       "      <td>393</td>\n",
       "      <td>394</td>\n",
       "      <td>395</td>\n",
       "      <td>396</td>\n",
       "      <td>397</td>\n",
       "      <td>398</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018-04-06</td>\n",
       "      <td>10</td>\n",
       "      <td>401</td>\n",
       "      <td>402</td>\n",
       "      <td>403</td>\n",
       "      <td>404</td>\n",
       "      <td>405</td>\n",
       "      <td>406</td>\n",
       "      <td>407</td>\n",
       "      <td>408</td>\n",
       "      <td>...</td>\n",
       "      <td>410</td>\n",
       "      <td>411</td>\n",
       "      <td>412</td>\n",
       "      <td>413</td>\n",
       "      <td>414</td>\n",
       "      <td>415</td>\n",
       "      <td>416</td>\n",
       "      <td>417</td>\n",
       "      <td>418</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018-04-07</td>\n",
       "      <td>10</td>\n",
       "      <td>421</td>\n",
       "      <td>422</td>\n",
       "      <td>423</td>\n",
       "      <td>424</td>\n",
       "      <td>425</td>\n",
       "      <td>426</td>\n",
       "      <td>427</td>\n",
       "      <td>428</td>\n",
       "      <td>...</td>\n",
       "      <td>430</td>\n",
       "      <td>431</td>\n",
       "      <td>432</td>\n",
       "      <td>433</td>\n",
       "      <td>434</td>\n",
       "      <td>435</td>\n",
       "      <td>436</td>\n",
       "      <td>437</td>\n",
       "      <td>438</td>\n",
       "      <td>439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018-04-08</td>\n",
       "      <td>10</td>\n",
       "      <td>441</td>\n",
       "      <td>442</td>\n",
       "      <td>443</td>\n",
       "      <td>444</td>\n",
       "      <td>445</td>\n",
       "      <td>446</td>\n",
       "      <td>447</td>\n",
       "      <td>448</td>\n",
       "      <td>...</td>\n",
       "      <td>450</td>\n",
       "      <td>451</td>\n",
       "      <td>452</td>\n",
       "      <td>453</td>\n",
       "      <td>454</td>\n",
       "      <td>455</td>\n",
       "      <td>456</td>\n",
       "      <td>457</td>\n",
       "      <td>458</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018-04-09</td>\n",
       "      <td>10</td>\n",
       "      <td>461</td>\n",
       "      <td>462</td>\n",
       "      <td>463</td>\n",
       "      <td>464</td>\n",
       "      <td>465</td>\n",
       "      <td>466</td>\n",
       "      <td>467</td>\n",
       "      <td>468</td>\n",
       "      <td>...</td>\n",
       "      <td>470</td>\n",
       "      <td>471</td>\n",
       "      <td>472</td>\n",
       "      <td>473</td>\n",
       "      <td>474</td>\n",
       "      <td>475</td>\n",
       "      <td>476</td>\n",
       "      <td>477</td>\n",
       "      <td>478</td>\n",
       "      <td>479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-04-10</td>\n",
       "      <td>10</td>\n",
       "      <td>481</td>\n",
       "      <td>482</td>\n",
       "      <td>483</td>\n",
       "      <td>484</td>\n",
       "      <td>485</td>\n",
       "      <td>486</td>\n",
       "      <td>487</td>\n",
       "      <td>488</td>\n",
       "      <td>...</td>\n",
       "      <td>490</td>\n",
       "      <td>491</td>\n",
       "      <td>492</td>\n",
       "      <td>493</td>\n",
       "      <td>494</td>\n",
       "      <td>495</td>\n",
       "      <td>496</td>\n",
       "      <td>497</td>\n",
       "      <td>498</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-04-11</td>\n",
       "      <td>10</td>\n",
       "      <td>501</td>\n",
       "      <td>502</td>\n",
       "      <td>503</td>\n",
       "      <td>504</td>\n",
       "      <td>505</td>\n",
       "      <td>506</td>\n",
       "      <td>507</td>\n",
       "      <td>508</td>\n",
       "      <td>...</td>\n",
       "      <td>510</td>\n",
       "      <td>511</td>\n",
       "      <td>512</td>\n",
       "      <td>513</td>\n",
       "      <td>514</td>\n",
       "      <td>515</td>\n",
       "      <td>516</td>\n",
       "      <td>517</td>\n",
       "      <td>518</td>\n",
       "      <td>519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-04-12</td>\n",
       "      <td>10</td>\n",
       "      <td>521</td>\n",
       "      <td>522</td>\n",
       "      <td>523</td>\n",
       "      <td>524</td>\n",
       "      <td>525</td>\n",
       "      <td>526</td>\n",
       "      <td>527</td>\n",
       "      <td>528</td>\n",
       "      <td>...</td>\n",
       "      <td>530</td>\n",
       "      <td>531</td>\n",
       "      <td>532</td>\n",
       "      <td>533</td>\n",
       "      <td>534</td>\n",
       "      <td>535</td>\n",
       "      <td>536</td>\n",
       "      <td>537</td>\n",
       "      <td>538</td>\n",
       "      <td>539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-04-13</td>\n",
       "      <td>10</td>\n",
       "      <td>541</td>\n",
       "      <td>542</td>\n",
       "      <td>543</td>\n",
       "      <td>544</td>\n",
       "      <td>545</td>\n",
       "      <td>546</td>\n",
       "      <td>547</td>\n",
       "      <td>548</td>\n",
       "      <td>...</td>\n",
       "      <td>550</td>\n",
       "      <td>551</td>\n",
       "      <td>552</td>\n",
       "      <td>553</td>\n",
       "      <td>554</td>\n",
       "      <td>555</td>\n",
       "      <td>556</td>\n",
       "      <td>557</td>\n",
       "      <td>558</td>\n",
       "      <td>559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-04-14</td>\n",
       "      <td>10</td>\n",
       "      <td>561</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>566</td>\n",
       "      <td>567</td>\n",
       "      <td>568</td>\n",
       "      <td>...</td>\n",
       "      <td>570</td>\n",
       "      <td>571</td>\n",
       "      <td>572</td>\n",
       "      <td>573</td>\n",
       "      <td>574</td>\n",
       "      <td>575</td>\n",
       "      <td>576</td>\n",
       "      <td>577</td>\n",
       "      <td>578</td>\n",
       "      <td>579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-04-15</td>\n",
       "      <td>10</td>\n",
       "      <td>581</td>\n",
       "      <td>582</td>\n",
       "      <td>583</td>\n",
       "      <td>584</td>\n",
       "      <td>585</td>\n",
       "      <td>586</td>\n",
       "      <td>587</td>\n",
       "      <td>588</td>\n",
       "      <td>...</td>\n",
       "      <td>590</td>\n",
       "      <td>591</td>\n",
       "      <td>592</td>\n",
       "      <td>593</td>\n",
       "      <td>594</td>\n",
       "      <td>595</td>\n",
       "      <td>596</td>\n",
       "      <td>597</td>\n",
       "      <td>598</td>\n",
       "      <td>599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2018-04-16</td>\n",
       "      <td>10</td>\n",
       "      <td>601</td>\n",
       "      <td>602</td>\n",
       "      <td>603</td>\n",
       "      <td>604</td>\n",
       "      <td>605</td>\n",
       "      <td>606</td>\n",
       "      <td>607</td>\n",
       "      <td>608</td>\n",
       "      <td>...</td>\n",
       "      <td>610</td>\n",
       "      <td>611</td>\n",
       "      <td>612</td>\n",
       "      <td>613</td>\n",
       "      <td>614</td>\n",
       "      <td>615</td>\n",
       "      <td>616</td>\n",
       "      <td>617</td>\n",
       "      <td>618</td>\n",
       "      <td>619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2018-04-17</td>\n",
       "      <td>10</td>\n",
       "      <td>621</td>\n",
       "      <td>622</td>\n",
       "      <td>623</td>\n",
       "      <td>624</td>\n",
       "      <td>625</td>\n",
       "      <td>626</td>\n",
       "      <td>627</td>\n",
       "      <td>628</td>\n",
       "      <td>...</td>\n",
       "      <td>630</td>\n",
       "      <td>631</td>\n",
       "      <td>632</td>\n",
       "      <td>633</td>\n",
       "      <td>634</td>\n",
       "      <td>635</td>\n",
       "      <td>636</td>\n",
       "      <td>637</td>\n",
       "      <td>638</td>\n",
       "      <td>639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2018-04-18</td>\n",
       "      <td>10</td>\n",
       "      <td>641</td>\n",
       "      <td>642</td>\n",
       "      <td>643</td>\n",
       "      <td>644</td>\n",
       "      <td>645</td>\n",
       "      <td>646</td>\n",
       "      <td>647</td>\n",
       "      <td>648</td>\n",
       "      <td>...</td>\n",
       "      <td>650</td>\n",
       "      <td>651</td>\n",
       "      <td>652</td>\n",
       "      <td>653</td>\n",
       "      <td>654</td>\n",
       "      <td>655</td>\n",
       "      <td>656</td>\n",
       "      <td>657</td>\n",
       "      <td>658</td>\n",
       "      <td>659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2018-04-19</td>\n",
       "      <td>10</td>\n",
       "      <td>661</td>\n",
       "      <td>662</td>\n",
       "      <td>663</td>\n",
       "      <td>664</td>\n",
       "      <td>665</td>\n",
       "      <td>666</td>\n",
       "      <td>667</td>\n",
       "      <td>668</td>\n",
       "      <td>...</td>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2018-04-20</td>\n",
       "      <td>10</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>...</td>\n",
       "      <td>690</td>\n",
       "      <td>691</td>\n",
       "      <td>692</td>\n",
       "      <td>693</td>\n",
       "      <td>694</td>\n",
       "      <td>695</td>\n",
       "      <td>696</td>\n",
       "      <td>697</td>\n",
       "      <td>698</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2018-04-21</td>\n",
       "      <td>10</td>\n",
       "      <td>701</td>\n",
       "      <td>702</td>\n",
       "      <td>703</td>\n",
       "      <td>704</td>\n",
       "      <td>705</td>\n",
       "      <td>706</td>\n",
       "      <td>707</td>\n",
       "      <td>708</td>\n",
       "      <td>...</td>\n",
       "      <td>710</td>\n",
       "      <td>711</td>\n",
       "      <td>712</td>\n",
       "      <td>713</td>\n",
       "      <td>714</td>\n",
       "      <td>715</td>\n",
       "      <td>716</td>\n",
       "      <td>717</td>\n",
       "      <td>718</td>\n",
       "      <td>719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2018-04-22</td>\n",
       "      <td>10</td>\n",
       "      <td>721</td>\n",
       "      <td>722</td>\n",
       "      <td>723</td>\n",
       "      <td>724</td>\n",
       "      <td>725</td>\n",
       "      <td>726</td>\n",
       "      <td>727</td>\n",
       "      <td>728</td>\n",
       "      <td>...</td>\n",
       "      <td>730</td>\n",
       "      <td>731</td>\n",
       "      <td>732</td>\n",
       "      <td>733</td>\n",
       "      <td>734</td>\n",
       "      <td>735</td>\n",
       "      <td>736</td>\n",
       "      <td>737</td>\n",
       "      <td>738</td>\n",
       "      <td>739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2018-04-23</td>\n",
       "      <td>10</td>\n",
       "      <td>741</td>\n",
       "      <td>742</td>\n",
       "      <td>743</td>\n",
       "      <td>744</td>\n",
       "      <td>745</td>\n",
       "      <td>746</td>\n",
       "      <td>747</td>\n",
       "      <td>748</td>\n",
       "      <td>...</td>\n",
       "      <td>750</td>\n",
       "      <td>751</td>\n",
       "      <td>752</td>\n",
       "      <td>753</td>\n",
       "      <td>754</td>\n",
       "      <td>755</td>\n",
       "      <td>756</td>\n",
       "      <td>757</td>\n",
       "      <td>758</td>\n",
       "      <td>759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2018-04-24</td>\n",
       "      <td>10</td>\n",
       "      <td>761</td>\n",
       "      <td>762</td>\n",
       "      <td>763</td>\n",
       "      <td>764</td>\n",
       "      <td>765</td>\n",
       "      <td>766</td>\n",
       "      <td>767</td>\n",
       "      <td>768</td>\n",
       "      <td>...</td>\n",
       "      <td>770</td>\n",
       "      <td>771</td>\n",
       "      <td>772</td>\n",
       "      <td>773</td>\n",
       "      <td>774</td>\n",
       "      <td>775</td>\n",
       "      <td>776</td>\n",
       "      <td>777</td>\n",
       "      <td>778</td>\n",
       "      <td>779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2018-04-25</td>\n",
       "      <td>10</td>\n",
       "      <td>781</td>\n",
       "      <td>782</td>\n",
       "      <td>783</td>\n",
       "      <td>784</td>\n",
       "      <td>785</td>\n",
       "      <td>786</td>\n",
       "      <td>787</td>\n",
       "      <td>788</td>\n",
       "      <td>...</td>\n",
       "      <td>790</td>\n",
       "      <td>791</td>\n",
       "      <td>792</td>\n",
       "      <td>793</td>\n",
       "      <td>794</td>\n",
       "      <td>795</td>\n",
       "      <td>796</td>\n",
       "      <td>797</td>\n",
       "      <td>798</td>\n",
       "      <td>799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2018-04-26</td>\n",
       "      <td>10</td>\n",
       "      <td>801</td>\n",
       "      <td>802</td>\n",
       "      <td>803</td>\n",
       "      <td>804</td>\n",
       "      <td>805</td>\n",
       "      <td>806</td>\n",
       "      <td>807</td>\n",
       "      <td>808</td>\n",
       "      <td>...</td>\n",
       "      <td>810</td>\n",
       "      <td>811</td>\n",
       "      <td>812</td>\n",
       "      <td>813</td>\n",
       "      <td>814</td>\n",
       "      <td>815</td>\n",
       "      <td>816</td>\n",
       "      <td>817</td>\n",
       "      <td>818</td>\n",
       "      <td>819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2018-04-27</td>\n",
       "      <td>10</td>\n",
       "      <td>821</td>\n",
       "      <td>822</td>\n",
       "      <td>823</td>\n",
       "      <td>824</td>\n",
       "      <td>825</td>\n",
       "      <td>826</td>\n",
       "      <td>827</td>\n",
       "      <td>828</td>\n",
       "      <td>...</td>\n",
       "      <td>830</td>\n",
       "      <td>831</td>\n",
       "      <td>832</td>\n",
       "      <td>833</td>\n",
       "      <td>834</td>\n",
       "      <td>835</td>\n",
       "      <td>836</td>\n",
       "      <td>837</td>\n",
       "      <td>838</td>\n",
       "      <td>839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2018-04-28</td>\n",
       "      <td>10</td>\n",
       "      <td>841</td>\n",
       "      <td>842</td>\n",
       "      <td>843</td>\n",
       "      <td>844</td>\n",
       "      <td>845</td>\n",
       "      <td>846</td>\n",
       "      <td>847</td>\n",
       "      <td>848</td>\n",
       "      <td>...</td>\n",
       "      <td>850</td>\n",
       "      <td>851</td>\n",
       "      <td>852</td>\n",
       "      <td>853</td>\n",
       "      <td>854</td>\n",
       "      <td>855</td>\n",
       "      <td>856</td>\n",
       "      <td>857</td>\n",
       "      <td>858</td>\n",
       "      <td>859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2018-04-29</td>\n",
       "      <td>10</td>\n",
       "      <td>861</td>\n",
       "      <td>862</td>\n",
       "      <td>863</td>\n",
       "      <td>864</td>\n",
       "      <td>865</td>\n",
       "      <td>866</td>\n",
       "      <td>867</td>\n",
       "      <td>868</td>\n",
       "      <td>...</td>\n",
       "      <td>870</td>\n",
       "      <td>871</td>\n",
       "      <td>872</td>\n",
       "      <td>873</td>\n",
       "      <td>874</td>\n",
       "      <td>875</td>\n",
       "      <td>876</td>\n",
       "      <td>877</td>\n",
       "      <td>878</td>\n",
       "      <td>879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2018-04-30</td>\n",
       "      <td>10</td>\n",
       "      <td>881</td>\n",
       "      <td>882</td>\n",
       "      <td>883</td>\n",
       "      <td>884</td>\n",
       "      <td>885</td>\n",
       "      <td>886</td>\n",
       "      <td>887</td>\n",
       "      <td>888</td>\n",
       "      <td>...</td>\n",
       "      <td>890</td>\n",
       "      <td>891</td>\n",
       "      <td>892</td>\n",
       "      <td>893</td>\n",
       "      <td>894</td>\n",
       "      <td>895</td>\n",
       "      <td>896</td>\n",
       "      <td>897</td>\n",
       "      <td>898</td>\n",
       "      <td>899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2018-05-01</td>\n",
       "      <td>10</td>\n",
       "      <td>901</td>\n",
       "      <td>902</td>\n",
       "      <td>903</td>\n",
       "      <td>904</td>\n",
       "      <td>905</td>\n",
       "      <td>906</td>\n",
       "      <td>907</td>\n",
       "      <td>908</td>\n",
       "      <td>...</td>\n",
       "      <td>910</td>\n",
       "      <td>911</td>\n",
       "      <td>912</td>\n",
       "      <td>913</td>\n",
       "      <td>914</td>\n",
       "      <td>915</td>\n",
       "      <td>916</td>\n",
       "      <td>917</td>\n",
       "      <td>918</td>\n",
       "      <td>919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2018-05-02</td>\n",
       "      <td>10</td>\n",
       "      <td>921</td>\n",
       "      <td>922</td>\n",
       "      <td>923</td>\n",
       "      <td>924</td>\n",
       "      <td>925</td>\n",
       "      <td>926</td>\n",
       "      <td>927</td>\n",
       "      <td>928</td>\n",
       "      <td>...</td>\n",
       "      <td>930</td>\n",
       "      <td>931</td>\n",
       "      <td>932</td>\n",
       "      <td>933</td>\n",
       "      <td>934</td>\n",
       "      <td>935</td>\n",
       "      <td>936</td>\n",
       "      <td>937</td>\n",
       "      <td>938</td>\n",
       "      <td>939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2018-05-03</td>\n",
       "      <td>10</td>\n",
       "      <td>941</td>\n",
       "      <td>942</td>\n",
       "      <td>943</td>\n",
       "      <td>944</td>\n",
       "      <td>945</td>\n",
       "      <td>946</td>\n",
       "      <td>947</td>\n",
       "      <td>948</td>\n",
       "      <td>...</td>\n",
       "      <td>950</td>\n",
       "      <td>951</td>\n",
       "      <td>952</td>\n",
       "      <td>953</td>\n",
       "      <td>954</td>\n",
       "      <td>955</td>\n",
       "      <td>956</td>\n",
       "      <td>957</td>\n",
       "      <td>958</td>\n",
       "      <td>959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2018-05-04</td>\n",
       "      <td>10</td>\n",
       "      <td>961</td>\n",
       "      <td>962</td>\n",
       "      <td>963</td>\n",
       "      <td>964</td>\n",
       "      <td>965</td>\n",
       "      <td>966</td>\n",
       "      <td>967</td>\n",
       "      <td>968</td>\n",
       "      <td>...</td>\n",
       "      <td>970</td>\n",
       "      <td>971</td>\n",
       "      <td>972</td>\n",
       "      <td>973</td>\n",
       "      <td>974</td>\n",
       "      <td>975</td>\n",
       "      <td>976</td>\n",
       "      <td>977</td>\n",
       "      <td>978</td>\n",
       "      <td>979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2018-05-05</td>\n",
       "      <td>10</td>\n",
       "      <td>981</td>\n",
       "      <td>982</td>\n",
       "      <td>983</td>\n",
       "      <td>984</td>\n",
       "      <td>985</td>\n",
       "      <td>986</td>\n",
       "      <td>987</td>\n",
       "      <td>988</td>\n",
       "      <td>...</td>\n",
       "      <td>990</td>\n",
       "      <td>991</td>\n",
       "      <td>992</td>\n",
       "      <td>993</td>\n",
       "      <td>994</td>\n",
       "      <td>995</td>\n",
       "      <td>996</td>\n",
       "      <td>997</td>\n",
       "      <td>998</td>\n",
       "      <td>999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2018-05-06</td>\n",
       "      <td>10</td>\n",
       "      <td>1001</td>\n",
       "      <td>1002</td>\n",
       "      <td>1003</td>\n",
       "      <td>1004</td>\n",
       "      <td>1005</td>\n",
       "      <td>1006</td>\n",
       "      <td>1007</td>\n",
       "      <td>1008</td>\n",
       "      <td>...</td>\n",
       "      <td>1010</td>\n",
       "      <td>1011</td>\n",
       "      <td>1012</td>\n",
       "      <td>1013</td>\n",
       "      <td>1014</td>\n",
       "      <td>1015</td>\n",
       "      <td>1016</td>\n",
       "      <td>1017</td>\n",
       "      <td>1018</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2018-05-07</td>\n",
       "      <td>10</td>\n",
       "      <td>1021</td>\n",
       "      <td>1022</td>\n",
       "      <td>1023</td>\n",
       "      <td>1024</td>\n",
       "      <td>1025</td>\n",
       "      <td>1026</td>\n",
       "      <td>1027</td>\n",
       "      <td>1028</td>\n",
       "      <td>...</td>\n",
       "      <td>1030</td>\n",
       "      <td>1031</td>\n",
       "      <td>1032</td>\n",
       "      <td>1033</td>\n",
       "      <td>1034</td>\n",
       "      <td>1035</td>\n",
       "      <td>1036</td>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2018-05-08</td>\n",
       "      <td>10</td>\n",
       "      <td>1041</td>\n",
       "      <td>1042</td>\n",
       "      <td>1043</td>\n",
       "      <td>1044</td>\n",
       "      <td>1045</td>\n",
       "      <td>1046</td>\n",
       "      <td>1047</td>\n",
       "      <td>1048</td>\n",
       "      <td>...</td>\n",
       "      <td>1050</td>\n",
       "      <td>1051</td>\n",
       "      <td>1052</td>\n",
       "      <td>1053</td>\n",
       "      <td>1054</td>\n",
       "      <td>1055</td>\n",
       "      <td>1056</td>\n",
       "      <td>1057</td>\n",
       "      <td>1058</td>\n",
       "      <td>1059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2018-05-09</td>\n",
       "      <td>10</td>\n",
       "      <td>1061</td>\n",
       "      <td>1062</td>\n",
       "      <td>1063</td>\n",
       "      <td>1064</td>\n",
       "      <td>1065</td>\n",
       "      <td>1066</td>\n",
       "      <td>1067</td>\n",
       "      <td>1068</td>\n",
       "      <td>...</td>\n",
       "      <td>1070</td>\n",
       "      <td>1071</td>\n",
       "      <td>1072</td>\n",
       "      <td>1073</td>\n",
       "      <td>1074</td>\n",
       "      <td>1075</td>\n",
       "      <td>1076</td>\n",
       "      <td>1077</td>\n",
       "      <td>1078</td>\n",
       "      <td>1079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2018-05-10</td>\n",
       "      <td>10</td>\n",
       "      <td>1081</td>\n",
       "      <td>1082</td>\n",
       "      <td>1083</td>\n",
       "      <td>1084</td>\n",
       "      <td>1085</td>\n",
       "      <td>1086</td>\n",
       "      <td>1087</td>\n",
       "      <td>1088</td>\n",
       "      <td>...</td>\n",
       "      <td>1090</td>\n",
       "      <td>1091</td>\n",
       "      <td>1092</td>\n",
       "      <td>1093</td>\n",
       "      <td>1094</td>\n",
       "      <td>1095</td>\n",
       "      <td>1096</td>\n",
       "      <td>1097</td>\n",
       "      <td>1098</td>\n",
       "      <td>1099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2018-05-11</td>\n",
       "      <td>10</td>\n",
       "      <td>1101</td>\n",
       "      <td>1102</td>\n",
       "      <td>1103</td>\n",
       "      <td>1104</td>\n",
       "      <td>1105</td>\n",
       "      <td>1106</td>\n",
       "      <td>1107</td>\n",
       "      <td>1108</td>\n",
       "      <td>...</td>\n",
       "      <td>1110</td>\n",
       "      <td>1111</td>\n",
       "      <td>1112</td>\n",
       "      <td>1113</td>\n",
       "      <td>1114</td>\n",
       "      <td>1115</td>\n",
       "      <td>1116</td>\n",
       "      <td>1117</td>\n",
       "      <td>1118</td>\n",
       "      <td>1119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2018-05-12</td>\n",
       "      <td>10</td>\n",
       "      <td>1121</td>\n",
       "      <td>1122</td>\n",
       "      <td>1123</td>\n",
       "      <td>1124</td>\n",
       "      <td>1125</td>\n",
       "      <td>1126</td>\n",
       "      <td>1127</td>\n",
       "      <td>1128</td>\n",
       "      <td>...</td>\n",
       "      <td>1130</td>\n",
       "      <td>1131</td>\n",
       "      <td>1132</td>\n",
       "      <td>1133</td>\n",
       "      <td>1134</td>\n",
       "      <td>1135</td>\n",
       "      <td>1136</td>\n",
       "      <td>1137</td>\n",
       "      <td>1138</td>\n",
       "      <td>1139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2018-05-13</td>\n",
       "      <td>10</td>\n",
       "      <td>1141</td>\n",
       "      <td>1142</td>\n",
       "      <td>1143</td>\n",
       "      <td>1144</td>\n",
       "      <td>1145</td>\n",
       "      <td>1146</td>\n",
       "      <td>1147</td>\n",
       "      <td>1148</td>\n",
       "      <td>...</td>\n",
       "      <td>1150</td>\n",
       "      <td>1151</td>\n",
       "      <td>1152</td>\n",
       "      <td>1153</td>\n",
       "      <td>1154</td>\n",
       "      <td>1155</td>\n",
       "      <td>1156</td>\n",
       "      <td>1157</td>\n",
       "      <td>1158</td>\n",
       "      <td>1159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2018-05-14</td>\n",
       "      <td>10</td>\n",
       "      <td>1161</td>\n",
       "      <td>1162</td>\n",
       "      <td>1163</td>\n",
       "      <td>1164</td>\n",
       "      <td>1165</td>\n",
       "      <td>1166</td>\n",
       "      <td>1167</td>\n",
       "      <td>1168</td>\n",
       "      <td>...</td>\n",
       "      <td>1170</td>\n",
       "      <td>1171</td>\n",
       "      <td>1172</td>\n",
       "      <td>1173</td>\n",
       "      <td>1174</td>\n",
       "      <td>1175</td>\n",
       "      <td>1176</td>\n",
       "      <td>1177</td>\n",
       "      <td>1178</td>\n",
       "      <td>1179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2018-05-15</td>\n",
       "      <td>10</td>\n",
       "      <td>1181</td>\n",
       "      <td>1182</td>\n",
       "      <td>1183</td>\n",
       "      <td>1184</td>\n",
       "      <td>1185</td>\n",
       "      <td>1186</td>\n",
       "      <td>1187</td>\n",
       "      <td>1188</td>\n",
       "      <td>...</td>\n",
       "      <td>1190</td>\n",
       "      <td>1191</td>\n",
       "      <td>1192</td>\n",
       "      <td>1193</td>\n",
       "      <td>1194</td>\n",
       "      <td>1195</td>\n",
       "      <td>1196</td>\n",
       "      <td>1197</td>\n",
       "      <td>1198</td>\n",
       "      <td>1199</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0   0     1     2     3     4     5     6     7     8  ...   \\\n",
       "0   2018-03-17  10     1     2     3     4     5     6     7     8  ...    \n",
       "1   2018-03-18  10    21    22    23    24    25    26    27    28  ...    \n",
       "2   2018-03-19  10    41    42    43    44    45    46    47    48  ...    \n",
       "3   2018-03-20  10    61    62    63    64    65    66    67    68  ...    \n",
       "4   2018-03-21  10    81    82    83    84    85    86    87    88  ...    \n",
       "5   2018-03-22  10   101   102   103   104   105   106   107   108  ...    \n",
       "6   2018-03-23  10   121   122   123   124   125   126   127   128  ...    \n",
       "7   2018-03-24  10   141   142   143   144   145   146   147   148  ...    \n",
       "8   2018-03-25  10   161   162   163   164   165   166   167   168  ...    \n",
       "9   2018-03-26  10   181   182   183   184   185   186   187   188  ...    \n",
       "10  2018-03-27  10   201   202   203   204   205   206   207   208  ...    \n",
       "11  2018-03-28  10   221   222   223   224   225   226   227   228  ...    \n",
       "12  2018-03-29  10   241   242   243   244   245   246   247   248  ...    \n",
       "13  2018-03-30  10   261   262   263   264   265   266   267   268  ...    \n",
       "14  2018-03-31  10   281   282   283   284   285   286   287   288  ...    \n",
       "15  2018-04-01  10   301   302   303   304   305   306   307   308  ...    \n",
       "16  2018-04-02  10   321   322   323   324   325   326   327   328  ...    \n",
       "17  2018-04-03  10   341   342   343   344   345   346   347   348  ...    \n",
       "18  2018-04-04  10   361   362   363   364   365   366   367   368  ...    \n",
       "19  2018-04-05  10   381   382   383   384   385   386   387   388  ...    \n",
       "20  2018-04-06  10   401   402   403   404   405   406   407   408  ...    \n",
       "21  2018-04-07  10   421   422   423   424   425   426   427   428  ...    \n",
       "22  2018-04-08  10   441   442   443   444   445   446   447   448  ...    \n",
       "23  2018-04-09  10   461   462   463   464   465   466   467   468  ...    \n",
       "24  2018-04-10  10   481   482   483   484   485   486   487   488  ...    \n",
       "25  2018-04-11  10   501   502   503   504   505   506   507   508  ...    \n",
       "26  2018-04-12  10   521   522   523   524   525   526   527   528  ...    \n",
       "27  2018-04-13  10   541   542   543   544   545   546   547   548  ...    \n",
       "28  2018-04-14  10   561   562   563   564   565   566   567   568  ...    \n",
       "29  2018-04-15  10   581   582   583   584   585   586   587   588  ...    \n",
       "30  2018-04-16  10   601   602   603   604   605   606   607   608  ...    \n",
       "31  2018-04-17  10   621   622   623   624   625   626   627   628  ...    \n",
       "32  2018-04-18  10   641   642   643   644   645   646   647   648  ...    \n",
       "33  2018-04-19  10   661   662   663   664   665   666   667   668  ...    \n",
       "34  2018-04-20  10   681   682   683   684   685   686   687   688  ...    \n",
       "35  2018-04-21  10   701   702   703   704   705   706   707   708  ...    \n",
       "36  2018-04-22  10   721   722   723   724   725   726   727   728  ...    \n",
       "37  2018-04-23  10   741   742   743   744   745   746   747   748  ...    \n",
       "38  2018-04-24  10   761   762   763   764   765   766   767   768  ...    \n",
       "39  2018-04-25  10   781   782   783   784   785   786   787   788  ...    \n",
       "40  2018-04-26  10   801   802   803   804   805   806   807   808  ...    \n",
       "41  2018-04-27  10   821   822   823   824   825   826   827   828  ...    \n",
       "42  2018-04-28  10   841   842   843   844   845   846   847   848  ...    \n",
       "43  2018-04-29  10   861   862   863   864   865   866   867   868  ...    \n",
       "44  2018-04-30  10   881   882   883   884   885   886   887   888  ...    \n",
       "45  2018-05-01  10   901   902   903   904   905   906   907   908  ...    \n",
       "46  2018-05-02  10   921   922   923   924   925   926   927   928  ...    \n",
       "47  2018-05-03  10   941   942   943   944   945   946   947   948  ...    \n",
       "48  2018-05-04  10   961   962   963   964   965   966   967   968  ...    \n",
       "49  2018-05-05  10   981   982   983   984   985   986   987   988  ...    \n",
       "50  2018-05-06  10  1001  1002  1003  1004  1005  1006  1007  1008  ...    \n",
       "51  2018-05-07  10  1021  1022  1023  1024  1025  1026  1027  1028  ...    \n",
       "52  2018-05-08  10  1041  1042  1043  1044  1045  1046  1047  1048  ...    \n",
       "53  2018-05-09  10  1061  1062  1063  1064  1065  1066  1067  1068  ...    \n",
       "54  2018-05-10  10  1081  1082  1083  1084  1085  1086  1087  1088  ...    \n",
       "55  2018-05-11  10  1101  1102  1103  1104  1105  1106  1107  1108  ...    \n",
       "56  2018-05-12  10  1121  1122  1123  1124  1125  1126  1127  1128  ...    \n",
       "57  2018-05-13  10  1141  1142  1143  1144  1145  1146  1147  1148  ...    \n",
       "58  2018-05-14  10  1161  1162  1163  1164  1165  1166  1167  1168  ...    \n",
       "59  2018-05-15  10  1181  1182  1183  1184  1185  1186  1187  1188  ...    \n",
       "\n",
       "      10    11    12    13    14    15    16    17    18    19  \n",
       "0     10    11    12    13    14    15    16    17    18    19  \n",
       "1     30    31    32    33    34    35    36    37    38    39  \n",
       "2     50    51    52    53    54    55    56    57    58    59  \n",
       "3     70    71    72    73    74    75    76    77    78    79  \n",
       "4     90    91    92    93    94    95    96    97    98    99  \n",
       "5    110   111   112   113   114   115   116   117   118   119  \n",
       "6    130   131   132   133   134   135   136   137   138   139  \n",
       "7    150   151   152   153   154   155   156   157   158   159  \n",
       "8    170   171   172   173   174   175   176   177   178   179  \n",
       "9    190   191   192   193   194   195   196   197   198   199  \n",
       "10   210   211   212   213   214   215   216   217   218   219  \n",
       "11   230   231   232   233   234   235   236   237   238   239  \n",
       "12   250   251   252   253   254   255   256   257   258   259  \n",
       "13   270   271   272   273   274   275   276   277   278   279  \n",
       "14   290   291   292   293   294   295   296   297   298   299  \n",
       "15   310   311   312   313   314   315   316   317   318   319  \n",
       "16   330   331   332   333   334   335   336   337   338   339  \n",
       "17   350   351   352   353   354   355   356   357   358   359  \n",
       "18   370   371   372   373   374   375   376   377   378   379  \n",
       "19   390   391   392   393   394   395   396   397   398   399  \n",
       "20   410   411   412   413   414   415   416   417   418   419  \n",
       "21   430   431   432   433   434   435   436   437   438   439  \n",
       "22   450   451   452   453   454   455   456   457   458   459  \n",
       "23   470   471   472   473   474   475   476   477   478   479  \n",
       "24   490   491   492   493   494   495   496   497   498   499  \n",
       "25   510   511   512   513   514   515   516   517   518   519  \n",
       "26   530   531   532   533   534   535   536   537   538   539  \n",
       "27   550   551   552   553   554   555   556   557   558   559  \n",
       "28   570   571   572   573   574   575   576   577   578   579  \n",
       "29   590   591   592   593   594   595   596   597   598   599  \n",
       "30   610   611   612   613   614   615   616   617   618   619  \n",
       "31   630   631   632   633   634   635   636   637   638   639  \n",
       "32   650   651   652   653   654   655   656   657   658   659  \n",
       "33   670   671   672   673   674   675   676   677   678   679  \n",
       "34   690   691   692   693   694   695   696   697   698   699  \n",
       "35   710   711   712   713   714   715   716   717   718   719  \n",
       "36   730   731   732   733   734   735   736   737   738   739  \n",
       "37   750   751   752   753   754   755   756   757   758   759  \n",
       "38   770   771   772   773   774   775   776   777   778   779  \n",
       "39   790   791   792   793   794   795   796   797   798   799  \n",
       "40   810   811   812   813   814   815   816   817   818   819  \n",
       "41   830   831   832   833   834   835   836   837   838   839  \n",
       "42   850   851   852   853   854   855   856   857   858   859  \n",
       "43   870   871   872   873   874   875   876   877   878   879  \n",
       "44   890   891   892   893   894   895   896   897   898   899  \n",
       "45   910   911   912   913   914   915   916   917   918   919  \n",
       "46   930   931   932   933   934   935   936   937   938   939  \n",
       "47   950   951   952   953   954   955   956   957   958   959  \n",
       "48   970   971   972   973   974   975   976   977   978   979  \n",
       "49   990   991   992   993   994   995   996   997   998   999  \n",
       "50  1010  1011  1012  1013  1014  1015  1016  1017  1018  1019  \n",
       "51  1030  1031  1032  1033  1034  1035  1036  1037  1038  1039  \n",
       "52  1050  1051  1052  1053  1054  1055  1056  1057  1058  1059  \n",
       "53  1070  1071  1072  1073  1074  1075  1076  1077  1078  1079  \n",
       "54  1090  1091  1092  1093  1094  1095  1096  1097  1098  1099  \n",
       "55  1110  1111  1112  1113  1114  1115  1116  1117  1118  1119  \n",
       "56  1130  1131  1132  1133  1134  1135  1136  1137  1138  1139  \n",
       "57  1150  1151  1152  1153  1154  1155  1156  1157  1158  1159  \n",
       "58  1170  1171  1172  1173  1174  1175  1176  1177  1178  1179  \n",
       "59  1190  1191  1192  1193  1194  1195  1196  1197  1198  1199  \n",
       "\n",
       "[60 rows x 21 columns]"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('text.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vI2ZLC0Ue6eROiGVUsjNhl5/mitdeAEfn8y7vYrbUbWXUqFGUlZV9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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f618e460e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
